{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c7c42393-668f-4d59-8b47-efb6571f3ce6",
   "metadata": {},
   "source": [
    "Chapter 20\n",
    "# Pandas快速可视化\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2533843e-640d-499b-9b42-a9093d408cc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas_datareader as pdr\n",
    "# pip install pandas_datareader\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "160f4279-1f61-4954-b474-01cc1177844d",
   "metadata": {},
   "source": [
    "## 下载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4adc6a34-6cac-4820-b572-37f6c26cef92",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pdr.data.DataReader(['DGS6MO','DGS1',\n",
    "                          'DGS2','DGS5',\n",
    "                          'DGS7','DGS10',\n",
    "                          'DGS20','DGS30'], \n",
    "                          data_source='fred', \n",
    "                          start='01-01-2022', \n",
    "                          end='12-31-2022')\n",
    "df.to_csv('IR_data.csv')\n",
    "# 如果不能下载，请用pandas.read_csv() 读取数据\n",
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1b24eff6-752c-4ab2-b88f-f57cff2395d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 修改列标签\n",
    "df = df.rename(columns={'DGS6MO': '0.5 yr', \n",
    "                        'DGS1': '1 yr',\n",
    "                        'DGS2': '2 yr',\n",
    "                        'DGS5': '5 yr',\n",
    "                        'DGS7': '7 yr',\n",
    "                        'DGS10': '10 yr',\n",
    "                        'DGS20': '20 yr',\n",
    "                        'DGS30': '30 yr'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "60f8cb01-9bc0-4829-b994-eddc666ed9b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Time', ylabel='IR level'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制利率走势线图\n",
    "df.plot(xlabel=\"Time\", ylabel=\"IR level\", \n",
    "        legend = True, \n",
    "        xlim = (df.index.min(), df.index.max()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4a731ccd-1322-48e0-a38f-c9305b8fd569",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'IR level')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 美化线图\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (5,5))\n",
    "df.plot(ax = ax, xlabel=\"Time\", legend = True)\n",
    "ax.set_xlim((df.index.min(), df.index.max()))\n",
    "ax.set_ylim((0,5))\n",
    "ax.set_xticks([])\n",
    "ax.set_xlabel('Time')\n",
    "ax.set_ylabel('IR level')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d1340608-bd3c-40bd-b3e9-f863f787e131",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:xlabel='DATE'>, <AxesSubplot:xlabel='DATE'>,\n",
       "        <AxesSubplot:xlabel='DATE'>, <AxesSubplot:xlabel='DATE'>],\n",
       "       [<AxesSubplot:xlabel='DATE'>, <AxesSubplot:xlabel='DATE'>,\n",
       "        <AxesSubplot:xlabel='DATE'>, <AxesSubplot:xlabel='DATE'>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制利率走势线图，子图布置\n",
    "df.plot(subplots=True, layout=(2,4), \n",
    "        sharex = True, sharey = True,\n",
    "        xticks = [],yticks =[],\n",
    "        xlim = (df.index.min(), df.index.max()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "47761bca-f69a-41e7-b462-1675ecc42881",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:xlabel='DATE'>, <AxesSubplot:xlabel='DATE'>,\n",
       "        <AxesSubplot:xlabel='DATE'>, <AxesSubplot:xlabel='DATE'>],\n",
       "       [<AxesSubplot:xlabel='DATE'>, <AxesSubplot:xlabel='DATE'>,\n",
       "        <AxesSubplot:xlabel='DATE'>, <AxesSubplot:xlabel='DATE'>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制利率走势线面积图，子图布置\n",
    "df.plot.area(subplots=True, layout=(2,4), \n",
    "             sharex = True, sharey = True,\n",
    "             xticks = [],yticks =[],\n",
    "             xlim = (df.index.min(), df.index.max()),\n",
    "             ylim = (0,5), legend = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "976461ae-e0e9-4c27-944c-2518f7270e90",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算日收益率\n",
    "r_df = df.pct_change()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d36d7a7f-bc56-432c-a60a-9f477ec1e758",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:xlabel='DATE'>, <AxesSubplot:xlabel='DATE'>,\n",
       "        <AxesSubplot:xlabel='DATE'>, <AxesSubplot:xlabel='DATE'>],\n",
       "       [<AxesSubplot:xlabel='DATE'>, <AxesSubplot:xlabel='DATE'>,\n",
       "        <AxesSubplot:xlabel='DATE'>, <AxesSubplot:xlabel='DATE'>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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A+AFSFggi8JFfQaAfPkEQDqCARYIIfMiCQPgXSncjCIIISGjjBMI3SGqOpCA0RciCQBCBjxcsCJ7/8PecK8GFkmoZekMQRKDAHhv4rsiN5zdiR+4OX3eJIAg7yLIXAxtP9YMTBRW4bdEeAMD5N8fL0CPC7xSfBuorxM+Ri6FJwlYQSmpL8N/t/wUAHJx6ECqlyl/dIgiChReCFM18v++iW9cfzi2XrzOE7zHUc19fPgp83Acw1ElcQApCU4GtFLCtCRW6CtE2BEH4F68FKT7xw2G3rjeavD9AMAyDZ9ccwbsbT3r9WU2K4tPAa6nA+mdsx85sFm97ch2w6QWAMYmfryoC/njFXEiJaBSYWN81WxFgV1UkBYEgAge/pjl+sfMc7lryN+r0Rusxgw8UhJOXK7F8bw4+2nKGgqXkZOtrAGME9iy0HVNIiNiK24A/PwBqS8XP/3APsPMdYCm5mRoLUmMDe+Mm+j0SRODg1zTHV387jh2nivDD/lzrMYNRYkUpI6XVtm1nfaCPNB1qy4THFG76k8/vNP9fkWu/HRE8sH5rbEWAbUEwSVmUCILwOV6LQXCF6nrb3vC+cDFU17MtFjQgyUZdmfAYBZwRDZjg2MVACgJBBA6yZzE4MiGYTAw++OM0+mbE2S5hnfeFi4GtkBiMDELk/xSaJrVXhMekXAxEk4OT5sgeJ1hxqhSDQBCBg/xpjg7OrzlwCR/8cZp7DesiX7gYqtgKAvkY5IPtYvhyItD2GiAkym/dcciF3cDBb4HRrwDhcY7bEx7ByWIgCwJBBDw+j0E4V1wlvIY1WPjaguALl0aTge1iyN4BbH7J/RgEX7B0HHDgG2D72/7uSZNAKgCRHaRICkLThTGZoM/P93c3CBayKwgfbz2D6cuyJM/rjcJBgmtB8P6EXVGnZz2PBiSvIhaDYDIKj/mTqgJ/96BJIFUHgZPmSFkMTZa8x5/AmRHXoGL9Bn93hWjAKw7iLScKJc/pDPYnZF9YEMprWQoCWRC8i5gFwagTHvM1bCUlMsV//WhCOFMHgR3I6AvK6spw97q78ePpH336XEJIxe+/AwCKF33m554QFnweQaYXWbGzVw1GH2QVlNeSi8FniFkQAkFBqLhk+zusmf/60Yg5VnIM0zdMx5GiIwCkYxDYf/vaxfDBgQ/wT+E/eHH3iz59LmEHGpIDhgBREMz/l1brHFoY5KCsxjZBkQVBJowG8eNiWQxGvfCYrynLsf1tCoD+NEJmbJiBrIIs3LnuTgDS7gMp14MvyKnIcdyI8C3kZgoYfJ7gJxaDYGKAkwWVGDvfN7u5VdRSDILsiNVAACQUhACwIFy5YPtbcp8IwhOq9OaAZBNjwl95f2HFiRXWc1Ipj762IJTWSVTyJAjC9wqCTmRCNjEMlu+9INLaO1AMgszs/RToMdn59vwNnfxBGVtBCID+NHLu23Qf57Uz7gZfQApCAEIWhIDBZRfDggULkJmZib59+7r1QL2IC4EBUKe3H5sgJ2wFoUZnxMmCSoqedgGBDGx5FTj+s3hjMWtBILgYqi7b/iYLglt4NBYw4n+TBSG48HQ+EMUPY/Hlt97Ghal3gdEHwNgUQLisIMyaNQvHjh1DVpZ0KqM9xGIQwDCoMwhT37y1uK+os/nL//PFHoydvwO/Hqb8W2cRlYHi0+KNxVbngeBiYMdMkAXBLTwZCwIlSJHwDE/nA1H8oCCULl2KmqwsVO/92+fPDmT8EKQo/PJPF1Zx4gIsmLwgKAzDcDIXLJaLlVkUrOQRRolJVlRBcGFC9lapZoalkOprvfOMJshPZ37CjlzHsUSSLgbeb94YaDUzCK/D8JTEy2+8ibznn/fa80z1tvFIGaL12nOCEZ8qCAqFuAVh3b8F2HqySHDcGwqCVFpjqDqAK/4FA1KrcDFlwBUXg7cqMZpYFgRatcpCUU0R/vfn/zDrj1mod6AESgYpsuogHC0+ikErBuGro1/J31kAepYcxoTEeOUZhGcwej1Kv/wS5T+shi73kuML3MBYVmb9WxEe7pVnBCs+VRAYRsLFYKe93EgFJYZoaFMhj5Dy43vqYlB6KY6WvTKl+BNZ0LG+1+Mlx+225bgVWEoB28Xwwu4XUGOowbx982TspY2SuhLr31GaAN4zpKnB3hZcxxorvKTIG6+wNpmjoHUOAeFikMIb47aUVYIsCB5ikqiDIKY4uKIgGGq9IwhsFwNZEGSBbQk4XHTYflvOLCB+D7bC8fJfL3veQR7sAEXaRdK3mOrsBAazLUpsBcFL7kaugkAuLTY+dzG4UgjJGy4GaQsCKQgeIVUoSS8yEBhcDFLc+a7r/XEEZyCgyUEOtlzcYv37UNEh+405+oF4kKKeVcDqh1M/eN5BHuz7U3Ck7yj6eAFO9uiJqj//FG/Adj+xFITchx+GqVb+eCG2gsC4UReHYRjkPf0MLr/V+DZ986mCYDQxLrkYvKEgmKRiEMjF4BlSFoQykfoWrmYxbHnF9f44wkQWBLnZnbfb+vfhYuctCFIxCHovp8OyAyCNDK0cvY2htBSX33gDxR9/DAC4/Opr4g0b5KH2yL+oO25zVdUfP47Sr76Wv19sC4LUQscOVVu3ofynn1C6dCkYH2wV4Et8Wijpoy1nXGr//qbTaNEsDNOHtJatD5JBimRB8IxcifSgQhFfdCDUQWAoBkFuagw11r8Lqu3vkMkJUuQpC9X6aqzLXofCWu6mb7f9ehvSo9Ixb5g8MQlspcBdC0J+VT4WHFyAqZlT0TGuoyz9aqzk/+8FVP3xh+0Aa5tvPobiYpy/5RbR43JjvFJm/dsdC0LuQw/ZrtfpoAgNlaNbAUFAL5uX/JmNub8ek+VeF0trcLKg0qUshoulNSitDoCc/WBGXyM85kqao7egLAbZqdZXO93WXh2El3e/LBpzcLTkKNafXy9bUTMDSwbcVRCe3PEk1p5di5t/uVmWPjUm9IWFYBgGjMEAhmFQd5hnVVJKKAgMA9358+KnDPIvLuSMQeAEVTYCAlpBsODpgMAwDIa+vRVj5+9AcZX4F8jPYiiqrMfQt7ei1yubPHp2k0fMWhAIhZLIxSA7NWLKoAQWpaC0rlRgTVh3fp3daw08d5bOTXmSw4JwtvysW9c1doo//xxnrh6GK98ux5kR1yBn+nRAyR1jFRIWBAYMTDUSsmRw3QXgCHaao6sWBL5LgakPgMWPjASFgiC16t97rgTP/3QElXX2tUp2GeeCCueCXE4UVDjfQUIaUQXBwSrADT+gy8gRpGgyOV9kiWHMwZZnt7r3rCDAJQsCw+DXc79i2Kph+PjAx5zjjqg12j7zeVnz0Pub3jhZetK1zoIbg+CugqBVUmEdPgzDoOjd9wAAl199FYaiItT8tUegIEhmJTCAqUb8d8XovaAgeGJBMHLbm+oDYPEjI8GhIEgMGlMW7cE3e3IwfVkWZn37Dy6ViQvVFdb2zhqV+Fv2RkAkAfGtlHP+sn9N7RXhsfxDQsXBk+9MjjTHFVOA11KAysuO2574FfhjLvD1ZPeeFQToTK4NjnP/mgsA2Ja7zXrMmYm6jpU6+9UxcxEltpLhLAbGMxcDwzCcWgqEmdoDB6x/q+LirH8LLAZ8hcECw0hmKzCBbkEgF4PvcRQYmnX+Cn47ko/n1xwRPc9WEKSyKPhzjZz6wvH8Cjy9+jDyy5tgSV8x8+/RNdLtS84C77QTHv/sauD3/7Luqwc+HQp8f497/ZKjUNLpjeb/j3znuO2V8+49o5Eyb988zkRvoULn2HIndp0rMAwDvUnvMIvhSt0VzMuahzNXxIOrN1zY4FE/Givla20btylCQmwn+AqChItBf/EiKn75RfRcxYYNyLn/fhhK5FPM2KWWPbUgMDpyMfgcZ1f3hZXiX055jW0VK1WHgZ/+yNlszkNt4boPd2Jl1kU8uvKgR/cJSqTSH6VY/4z0uf3LbH9f2A1cPgIc/dGtbnGDFD3UBmkvB5fZm79XtDjRA5sfcHhtnVFEQZCId7tSdwVPbH+Ck4I5Z9scjPp+FMp15dZjYr/xV/e8iq+OfYUbfr5B9N6rTqxy2NemiC7HltrMCSrkKQRSMQgAUL17t/gJvR7V23fg9OAhqNm/H8bKStSfcS07jg+7j2IWhMotW1G5bZv4tfx5w00LQqDuJhwUCkJ2cTVOXa502C4mTAPAHD8w4aOd2HLCbPq9wlIQ6qUUBDvfj6fVNy3f/fF8imuwy5ZXgdNOrso8DSxknIxB0NcBxQ4GIFIQfIorFoR5WfOw/vx63L/pfuuxzTmbUVpXis0XNluPiVkQjpYctXtvexOcFCtPrMQDmx5AraERywx7krUXM+DG58fmwn/uxLmJ1+PchImo/df+d6U7fx51J07YulhVjbLVP5rdC+w+8iwIpupq5D70EHIfeFA8cJLX3tUgRcZgwJUVK3B68BBU7dzl0rW+ICgUhAkf7cKY93egut6cLsMwjGjBo9hws4Jw/9f78e+lCkxftg8A18UgaUGwo8FJBUm6ilIqrYcws0Pmmvt5B4Ad74hXbmT7rewpG19dD3zcGzi7RbqNnApCfaVjn1oTx6IgXKkTiVXhkVed59Q9xWIQVA42ClO6MXy+tvc1/Jn3p13rwxdHvsC9G+91OzvDn9QePQqGNWkybBM8X66lYhBcwFBgrrdx6bHHoC+Qrr1x9tpxyJ58g7UoUv7/nkf+c88h76mnweilLQjsc8ZK4SKV4QcpumhBuPjAgyh4eS6MpaW4yKqnECgEhYJgoaregDsX78UNC3ejXGR76Nhwc0TxhRKbprfxaAHOFFZZX0vtBcE38az/N9/6N19BMJoYLNpxFvsvOB6g2JB64CXObBYe+2shsGi4uQpj1ue245bv2VkXw8W95v8PrpBuYy+9z6gHtr0FXNov3cZC6TngjRbAitsct23C1BnrkFeVh6tXXe3ytVKmXFEFQWlfQXDHgmChSl8lee6Dfz7Anvw9+PXcr27f31/k3HU3x4LAnkAFn72MCyb9xYs4d9140XPs5+ovmRXGynXrAQBV27dzAx/5FgF2Cq7Y/hGCNEdpBYExGFB7+DDnedW7As9qwManlRQ9pVZnxJ9nzMEpf50TBqlYXAxs7vuaOzCzrQls+EaCFX9ftP7Nz6LYcLQAr/9uNledf1NcKAlvw/pOvrkJeL4IULNSzjawYhkuN5gfy3OBz0cCPe5wPYshLJb7uoiVVmfP5P3XAmDb647vDwD/NGxr7KybpYlSa6jF1ovupYuyaygoWCo7A7Nlkj3pO7IgKLys8gerG4KzqjZIK+Jyf36StRPsWeRUKs6ELYhBYL0XscwKvgXBXgxC4bx5KP3yKzSbOhUpzz0r7IrMW00zRiMUKs8qBAeVBWHCRzZtS8yfr3JCo5+3QTxf2hUXQ0G5bUJwJbjE3oqjoLwOy/fmoFZHNeEdUpEP/P0599gbzYHdEqlulnzrXx8DqgqAXe/xgiclvkP2dxsawz23oJ/tb3sWhIsSJajZbHgO+PZWKvnsJOfKzyFaG+3WtZwAR97PkR+HoGTl6Z8oPSGYsD2xIDhDoAauOYRtNeCszrmTr7G83CfvkT+Js1EnJHDcCAILAltBqBap88Hrv70shtIvzQuAK1+L7yehjIwUHDNWVKBq159234Pos5Yvx6m+/VDzzwHHje0QVApCVb1N2I7nC/1BtXr3J1e2DsBXCEwmBpV1eqw9eAlV9QYkRtlSd8RcHVLYG05uXPgnnl1zBG9vOGGnFQEAWH4rcPJ37jGjDtj4nPlvgSmzQYvOZ+0w6KiSokEHfDfV9jrEzoRkLwZBJxJcy0+l+utjs9UgN0v6PoSVhQcXCooy7cp1zlRbzyrzzZ+c+K/ZFoRbfrkFd6+7m3OeryAY7aTI6U16VOmk3QpiuLsFdVZBFrIK/CdLnNoAdlbvuvPnUTT/A1mfbayogLGsDIXvvmcr18yrncD+ntUJCTwLAu87ZCsIYhYKQaGkehgrKlD08QLU7Jd2K2bfcisqt3KtYMqICJSvXYv8F1609univffh4syZKJVQKqS4PPcVmGpqUPDSSy5dxyeoFAQ2x/LKBccW78rGB5tPu3W/T7efRXFVPfLKavHISq7WtSIrBw9+8w/+b+VBPPvjEahYvjOp4kxi1OqNuFBiHtj49RjyGqwSfxwvFFxHsNj0IlBgZ6fAb24W1l6wrASrWAWN2EqB2Crm3x+A46xcbJWdinliW1pbqBeZFKRSPwNhE6sg4Ugxt+aJgTGgRl/jsKIiW0HIq+IGMNqzIADA8VLuxmP8IMV6O3uM3Lj2RgxcMdD62sSYBCWj+RwoPICjxfaj8/lU6aowfcN0TN8w3W5/vIoLq92Szz6T9dFFH32Mi7Nno+Tzz3H22nEwXLmCnPvus57PueceXH7N5vLTX7rEVSD4MQWs18bSUnOTmhqrIiFWKCn/uedQ/PHHuPCfO60pmNV79nDa1R05gtwHuUGJyogI5D31NMq++w7la9cCAGoPmRc1V5ZLx0AxOp2ka0MR5tnGUUGrIOSViw/K728+5fY9X/7lGKYvy8Jvh/M5x99efxK7zph3Efv5UB5ncs8rs59yVceyatTojBg2bxtmfpmFbi9txMkCkahYd8v+NhX+nG///JlNwPmd3GMKlVAJYMcNiFkQasuc75M9F4PYqpHzbCe+77yDwLG1zvenCbAuW7hfw5ztc3DzLzfjz0t/Sl5Xb7BNmucrznPO8QMVxWIQbvnlFhwsPAhAaEEQrc8g8azPj3yO2369zW4Fx00XNuG2327DubJzGP/jeCw4uMChSf5S1SXr3/5SEKRS/XxRZdBQUIDafbaV++mBgzivTZWVuPLNN9bX7CqKgIgFgaU81P57FMaKCpwaOAjn77ij4Qb8NEcdKjfZgqavrFgJU309cqY5LuimZMUg1J/h7vFhKi9H5ebNKFvzE/d5DINz10/C6RHXcF0lDdQdOgxjVTV0Fy8i95H/Q+VmkYBue31yqXUj54/jl3FCZNJmo1EpYGBlQly6Yp4canVG9HplEzKe/g3nisyTwvnianT633rBPTYfL0St3oiPtgitHQxj/tIP55ZRPIK78EsyK1VABS/drbrI9jdjBPYtAc5tA7bPM7dV8QJeLau92jLAwBsAxVwMlZeBIz8AdSK1L95sCexd1NBXCavBp0OAUxvNArFoGPDdXUDOXvG2TRC9SAlvi2Kw7Ogy6zH+BGyvUiO/rVhthBOlJ3DfJvOKlG9B+PmMuYJgeX05blh7Ax7+42EYTUbJifrklZOY8usUzNk2x7p7pZgCsPHCRuRU5uDTQ5+i21fdkFuZK/keLtfYrGSOLBTeQnfhguhxqRTAqp07kf/Ci7I8W5/nXFqrJPw0R5aFwFBYiOq/9oCpr0fdIbMVkx/UWP0nVzmtycpC8UcfOfVoXXa29e8ry5fj4kOzbN0qL0fu7IeR/8wzqNxiS7lmamuhO38expIS6HJyRO9b/NFHuLJ8BSo3bkTu7IdR9eefqD0iXnWYT1BlMXibGicm5HCtGvtY6Y0WF8OSP7OtW0Nf8+52zJ3UBa/+elz0HhYiQ8wff3axzZ/KMGYrxf+tPIhBbeOx/N4BTvW9tFqHS1dqcVULbjBdSVU9bvn0LwxvLQyAabQISrqqgBI7rqeCI+YARgu6KqCEVxzJZABqSoG3WwMhvIBFdvDaqQ3mGAlHrHsC6HoTkMOqGMfud8ERYPktwP+x3CmX9gEt+0vfk2HMcRbJXYQKzu9PAP9udNyvRsCe/D24Z/09mNJxCg4U2tyF166+Fj2Tekpex1cIpCZYS7Ai34Lw7v53Ma3rNDy36zmcKTuDM2VnsPr0aoSoQsRuA8CscJwoNccd5Vflo8YgtEYV1xZzXr/010v4YswXqNRV4oN/PkDv5N4Y13ocAKCg2lYLwNL/D//5EDsv7cSSsUs8LlPtCVIWhIv33id63B3qjrrmkuFjqeFQ/utvKP/xRyQ8aKvsaaqqgiLE5mo01dUJrI98BaH+1CnUn3LOqs1Wbpj6elSxFAE2he+8i6hrrjG3Y1kwjOXlDe+B26f6M2c4tSkuzpiJmrAwp/pECoKLlNfqseJvm6b2+c5sFFbW43wJ94f9wlrHgmpJy7x9kc0/damsFv/XUJJ599kSPLfmCJ4b3xmv/XYcXZvH4PZ+LUXvNeb9HSiuqscvs4dwlIT5m0/jXHE1zlwqEr2ucSKyKUyxC7EppeeA7B3cY5tfNP8DgHpe/AvbguCMcmBhXhveAZEwVnbgYnWx8DybvxcB654EBswCrmWlVupqzOfqm477at/lfdh3eR/n2KWqSxwTPB+LBcHEmKBUKNEprhNOXhGPadAb9fin8B/B8ce2Pobtudutr1/Z84rTff4zT9w1UljDjUuyxE58+M+HWHVyFVadXIWxGWOhVCg576+wphB6kx6fHzFn/AxaMQhXRV7ldH9kxwsbLcmO0QhjVRXyHn8cAKBOTbGeMlVVcVyCxvIKl7ML5EB37hzqTp2CKiYGCq1NYTGWmcclE6+gk+FKqSCl1FTlXMAsKQgysPage2atz3acw2c7ztlt8+3eHPx04BKqG6wbfAXhSrUOVfUGFFeZzZiPrDyAMI0Kn9/dB81jw3A4t8ytvgU1fL+uQuWagqAONac11jtZGtuiIFRKV3Jziot7hMdyWZNcPeuHv/V186Q/aQHQqaEWx7onzf/vWcBVEC6Sa8IZ/vfn/3Ch4gLqjfVoF9sOsSGxkm0/O/wZyvmKIsxlnOWmtK6U8/pi5UU8v+t5rD27ltMmISwB+VW2+Knbf7tdcK+DRQdl7583iBozBpUbfW/x0uVcxKk+fW0HDDYFoPbQIU5gobG8zG9VT7OvnwQAiB5vq8NjKDIvAvlulvpj9i3Z9iAFIQioZrk+GIbBz4fysOnYZfRIj23IvrCZ7izuipV/5+C/Yzo6jKkIKFQhgByBVatncl9LBTYmdQEKRSw9+hr7xY/41FeYd6j8fprz1zgLOzXz/C5z4aX0/sD2t8zHVt4B3L/T7FZgU34JiGluzqIIsi2mH+r+EBYeWujz57JX/vnV+RiePlyy7aLDi3zQIzNibgG2cgCY3RPfHv8W684LgzeDEc4ukD6kbBW3BLaxQnqRYCy9AmWUf123Fb/9Zv1bd/48KjZtwqWHH5Ht/qQgBBlXz9uKi6XmFeuvvGwLNqv352LNgUuSm1MFJKExQLUMaZ5itQf4TPkGCI0FvpwgPKevdX1/BW8oBwA3RqHoOLBBWIENnw0FbuXlSb+fCYx+Bdj0P+/0y4uEa+StKOcu58vPS57zZbaRMxUVN+dsxpJ/l/igN76B7ev3J/wsBzY506YhfKBzMWK+QHf+PEqXLpX1nkGbxTC5RxraJ7mvvWWmShe+aefBfb2NRTlwRF55HXKvBFmp1pAo3z1LHSq9m5y+Jvh2aGQXdbIQhMoB4FsF4c7Od0qeY2cE+JOcSvHodDb7CvY5bBNMKLX+sSDwsacgAEDNXyJuQT/BzoKQi6BVEObf1hPju6W6de1PswbjquYxkucfHdUezWOdi/J0xPCOifjirj5228j1rKBH68OVo0prK6DEJ+cv3nbQMsEv10yIolEK91TxFk/1e0ryXKDthaBWSht8DxfbKR4WhChCPSvwIxdiOzgGKtbKkTLisoKwYMECZGZmom/fvo4bexln9l7gEx+hRY/0WLs7jUZo1Z5uVW5lZOdkjMpMljz/4sRM/P7IUHke5iO8JgOacKCffClPdlGHwqn9Nfs/4LiNs/DTI4Mcb8lB0O5B4CIT20xEr6ReTrd3d/8Jb+ItGVCEaKGMkrYoquLiZH2eFIzIBk1yoND4Tgn2BJcVhFmzZuHYsWPIypKu9T1rRFuM6iw9KcqF0o3tQi2phfY2WokIUePeofwUNPeY2GDl+N+ETNHz47qmIiZcg2mDMjC0fQKeuraTU/f99eEhGNwuHqPtKB/ewhkZAAAMeti1G2vCgKGPu98xV4hMkrYgsAmNled56f2BtsPtt3loD/BkNvD0ReG5WPH0Vn/itBwEKPd0cVzdTm7Y1RkntJ0gGIdaRbeSvFascJOrDGsxzON7sOHLgKZNa1nuqwwJQcvFX0ieb71mDdTJ3h/7xHZwlAP2/g+q2Finr3OlrRjajAyX2nvFxRAZohHdetkRWpVr3ckpsVPilke/1nHQqpWYd0t3APbXjuFaFe4aKP1DdYbjc6/FyVevRWy4OdhmxpDWOP/meHz/wEBOu2YR5s/ppeu74OsZ/aHjBRU+Oqo9lkzrg9hw2+e5+sGB6No8Bt/OHIDHx3S0Hn9ibEeOuyI5OgRtEiLw97MjMfd6XpS7L0gSV4ok0UTYn7R7/If7eqyT2yizmbQAGP8eENdaOgbBQnQLwI5Z1yVmbORWeJzwvrBNUmcgPA4IFVkp3rUWiG/HPdZdmMbWGHAlALBrfFfEhbq2mpzTew4Wj1mMh3u5qMC6waLR3GwHtVKNx/s8jpva34QBqQME+enXtb4O/+39XySFJQnuJZZW6SpvXf2Wx/ewh/6cPH5wRUgo1AkJkueVoSFQRkS4fX+VnXtzEEljDO3a1e3nWmFZyVouEwYWtlyyGLG33ya8TqVyO8MjffEXaLt+HaKvG+f0NV5REIxu5oaqVdIDdmeRoMKcUqGCMLZLsqjJ/rFRHXD05bHo3aoZAO7ujXwiQtRQKBSI0Irvpf30uE7Y+NjVguOjOicjMkSN+69ugzCtCiFq4fV9M+LwToOSkhCpFbRJjbH53lY/OAizR7TDNZ2S8cCwttbj7ZNtprdW8Ta//Z39WyEt1nb99idG4Pf/G4qk6FDc2LuF9Bv2FhHCQc4umjDbzotiDHoEmDDf9rrHf4BrXRzwevwH6DvD/LcjC8KdPwC8XQOdIqwZcMsym4Jk2Qmy603m/5MygT7TudckdIRd4toA//nB9jokBpi00GxxGTBL+joAaNEXuPFzoLW8q0dvkRGd4XTbvql98d8+/3Xp/iPSR6Bfaj+XYx0Gpw12qf3IliMFcQMapQZ3d7kbLw16CUqFUmBBiNBEYFrXafj9pt/RI7EH5xxfmQCA2T1m4/cbfkffFMcm/uvbXu9S//2JIkQLdWKi5HllZKTkPiZi2ybzCevSBW1+/cVhO9G+OekeSJs3T/r5vXsDAEIzMyHm744YNAipL76ItHff4Rw3lpSg7Sb36kOEZprHo5SXXkLiY485aG3GK2mORpN7aUBqCZdBYlQI1v3fUGQ8/RvneKfUKPx1roRzLDUmDJlpQmUiMkQNDctCYTBKKzGWfmx7YgRySmvw7Z4L+PGArUJZs3ANOiRz/WOHXhiD6DA1GMax6+OGns0RF6FBmwShIN/QqzlOF1ZicLsEqzLD7290qE1AQzUqfD2jH3QGE2LCNaisM3DO+ZUIJ7V0C5ow+5N2eDz3tUpjXnG7AmdAtvM9hUSbV/RXzku3efqiOXvg3Dbz6xdKzfdUNPxL6QZseRUYOsd8vt1I4L7tQHxb7n0SOwEz/5B+TqeGVEw1K3ArtZt5YBnZkKmwZ4H4tQ/tBZIa3FYZ1wL3B34cRK/kXnhtyGtoFd0Kd/4uzDKI0kShUm8OHtMqtYjUuJZ1FBfmvMyEqcOswYqJ4dITFh+1Uo35I+ZbN3ay0D2pu8PnAUCIKgSpkamcwkZXt7ga17S8Bi/utu1b0K5ZO6RHp2PJ2CWYuXEm9uaLF8W696p78XDPh1Hp5aC78P79ANbmSO6iDAmxOxErVCIbsDWgio52WClQGRmJkHbtENq9G+oOHYYqNtZhxgLn2U6gatZM8lzz995F2apViJ1yG0xV0t9JaCehy1mTJL7wUoaHgwHAiG1LDfNnCpg/n7g7/wPMeki0Hecahy3cwOhmkJFawsWQECluUnlsdAc8Oqo9hra3TUQmiWeHh3C/VKOICaFLWjTaJEZYV/GJUSHo3aoZ5k7uitdvsJUotUzQ827uBsBs2o8J10ChUDgVF6FSKnBNp2RkJAhNZBqVEs+Nz8TwjlwhmNK3JdokRuC/ozsIrhnaPhEjG2I+xnU1xzx0SvFhyqAUEawBNXOy4/aacPsKQlgzgK14KjXmlbUUzXnZIzE8P75dF0PDuX73AeowoJmIbzU0mjtIKVXmSdty3/i2wC1LgZSrbM9L6yFM54xvB4RITHKjXgZuavDFqlm/gzDe4JPU4ELq/6BZKbDgy8wQB7SMcj6O4vq216N7onAyndF1Bn698Vfra7VSjSita7KuVji/LurQrAO6JXZDpCYSN7W/yW5b9grfUoWRbUHoHNcZrw5+VfIagBugWcGr5FlrqMWN7W9Et4Ru1mMRGtsYwt88is0D3R+wG3clFykvvOCwTfz99ztsowgxj8EZq1ZKN2J9Vqmv2T5XZzIgLDsntlq6FBnfreJUJHSIkwpCeJ/e0KSni9ZK0CQnI/GRR6BJThK1IFhQqJ2X1XY7tqPlIunts9llmZ3FSxYE91wMKonJlR8PYIlViA7V4NFRHfDUD7YUH7GJH7BtjGTBINLu59lDYGIYgaISGaLGoLa21Wt0Q3zFLX3SMaxDIhKjvJ+zmxgVgi3/He6w3YPD26J9ciQGtIl32NbrcCwITiiN2nBxF0PPO4GoVECl5pZRVmnMq3wphj1l3vDIAv+HaG/AtJxqNQh49hJwaAWwVsSUH+Ml180964HL/wJ9Z9r6qWGlw4bwrGR3rQVObwS63MDdftrORkHeon9qf8FKtmdST7wz7B2M/H6k3WtHtxotenxw2mAMbTEUt3a8FTojd9MfRwpCpCYSVXrbitIV10KnuE54vM/jqDfW2017vLnDzXhx4IvYdWkX3tv/Hl4ZZN6Dga0gvDL4FSSEca1qfAWBvUtlWX0Z51yHZh0E92RbT5Qs5bp1TGtkl5vjAZLCkqBV+abwkKPsgshRI6GKdpyNYSmUFNa9O6JGj0blpk3Wc+H9+gHgWqljJk5E/nPPm487seeDIsysRCjDwxHWrRvK1/7s8BrrtU4qCMrQULRd9zugUuFEZ1s8VotPP3H6flIKQsSgQajevZtzTBUZydky2tl72cMrCoLBxEDphrbKdzFoVAocfnEswnixAC3iuHUD6lj1siUtCFrHFgSVUgGVhNmZrQSw+5kUHRj5uha0aiWuu8q9+hAe02e6eWOgww1aP3vFa2ffeyuaCPO+CXwmsczn7O9XoQC0Eebof4YBPuEGgCKmOfc13zphNwaBJQdKlTCbwTLgjnrZvEdC77vt3MsNWg00/+M8k/V58gMZIxOBng1BnOzfng+LTw1OGwydRofn+j+H63/i+rvv7HwnksIdx6S8MfQNzmuLif+Oznfg6hYNcT8sEWDAOHQxzO45G2X1Zfj00KcA7NcT4NMxriNC1aEIVYeKbjFt4brW1wEAhjQfgiHNh1iPs60VoooMb7hJi0yz/s0OSry/2/24p6s564Kt4LCLSoWyXFA/T/4ZV31psVxJdlt2lFotWi1fDsagR96TT8FQwN2fJP3jj1GydJnj+7AC8VJe+B8UoaGIuf566C9dMrsxeLBXxyYJEzu/nxycGZ8s2JnQM75bBf3ly1A1xEHwJ+XwPn0QNXw4rzPS95PaDCrmhhsECgLgnpXAHl5REELVKsl4AnvwLQgmBhzlYOV9A/DhH6cxdxI3ipQdD2AxXjxyTTt8uMW8ZW+IWokILfet6lk+/SHtEjB9SIbdvkWwLBCBphQEDBPeB1byMg0SOgLFJ80uhuMOgoLCYp1LPeQjZUWIb28O7Pv2ZvNrgfJhR0YjeP7mSNbkNuwpIHNSw/FEYAqvzLG3YFtA+BYENpowYPoGAAqfuhjeHf4uoqKikFuZKzjXP1V8m+rEsEQU1Zo3mekS30WwNfLvN/6Oc2Xn0C/VNinwJ3hXXQyumNo7NrMFj4q5JuYOmoueST2REZMher0JtnHGUT8f6fkIRqSPsL42MLaV8Oyes239YL3/CLXNxcC3TlhQuvOb8oDwXuYttaUmasYgrWhZULAqKaoTE9F83tsiNxK/1lQtHlic8NCDKF74ScP9uROpo9obqoQEGIuLkfT0U3arJ4Z16wbRsncaDaDXI2LIEMEphZ3sPU2LFogYMgTVu3Zxr+EFt8fcdCMA2LUguIOsCoJCAWiUSkwf0hpvrT/hemd4CgL/9YA28aKm8xlDWmPeBvO2rJb4h8dGd8BNvVsgPjIEKpHYALYF4ZuZ4oMXn5X3DUBRZT1ai8QOEA3UXuG+fmCneZviujLH1/a8034WAyAZmCSKUg20Z5ms+fcWGzhHvmjeeGky1wwIdmBbv/uBCD+7cBxZBlr6p0a8OQ7H9rl2S+iGRWMWcXzlbL4a9xXG/WhOuxKL0k8ISxCa5dkTPAPJe7Nxt/gS2+qhEpFNpUIpqRwAQL3BtvmYWD/Z7/nebvdyzr0x5A3M2TYHT/d7mnOcXQ8hUmuzngxKG4RVJ7mbDfGf4Uv4NQS07czBuYzepiCkvvYaIq8eitNDuVlhylAnXGMS3ylTW4uM77/H+Vts7sWWS5cgYuBASQXB0biS9uabCGnXFurkZFTvEt+W2x5tf/0F1X/9hdibROJY7Ix5CqUSLb/4HAzDoGrLFoR2vUpwTfR145D6itmlJXcBKVkVhOw3bIEe7lgQ2JN4UlQIPry9p1PXsaP1TQ0Tv0KhQKt46YFDLAbBEQHh1w90EtoDF1g/IHWI2dRf5yCHe+IH5pWvo4HcFVMgP+aAX5dBbCXZcZwt64AN210RCCWTY9P93QNJ2MFycaFxdidwOfZdcMZlYHJFbliw+y72HHtuBwDoFN8J7Zu1R4vIFqIreXuTd5+UPtg+ZbvA4lHP2vHUkvUAmNM3Xx/yujVWwZlneBWWIhB3zz2Im2rOSGErCDE33gCFQoHwvn1Rwyq45VSuv8RYoU5MRNhVXRHWuzdq95szKiIGct11Cg1PQXAwH4S0b28OKIR7xZO0rVpB20q8to49C4K1jUKBqJG2+B22BUGdkgpFw1inZAVoRk+YAGNpCap3/+Vyf633dvvKBqb0bYHvD5diREeuSVYq4NAe7NLJfz83yq3+OJtBUVXvOJCFcIORLwLaSKA7r8iHQ7Ouwsl2bqwEZ/4BHPgauIYXYS1mQZAyx2rCgDnHASjMwZL+YuIHwKV/bKmPAQh7QnNkVg9V2Qa0epPrW31bAtVeHPgivj3+LdKj0rH14lZOG5VC5fbui+FqmwIjpiA4Cv7TKDVYPXG1pFvDkbtD7DxbQWArHQqFAhPbTnT5Gb4g+aknbS9YCoKlb3yFwJ1iQK2WL0fh228j+TnzjqdRI4ajdv9+0eqDghRKB/OGOsk2v5lqxV0nsVOmuNRfK04GPUpdowwT38sncvhwGMvK/KsgPDG2E8b20GFAW+7qmm1BUCsVTq3Y3VEq+DhrGCit1jluRLhOeBww9jWRE6zvtt1oc32BktOs06zzw54Cds0HjCIThjum4hZ9zP8EXXJBQQCA6DTpc57gio+49zTzvwCGXU7YnoIwNmMsJ7CObY53lZs73IybO9yMD//5UKAgTGw7EYsOL5K40j5stwI7BiFaG43uid1xbca1Du8h9wTNz+KQon9Kf+wt2ItbOtziuLEPYVsQLPAVAqUbFoTwXj2RsXKF9XXc3XdDlZCAiP5CF7IwmE96XFEnJXG+Q6a2TtCmw56/oIxxz7Ko4Fk6Nc2bS7RkXcNapCjDuQpCiwUfo+bvvxF97VgwJhPqjh5F5FBh7IMzeBy9EqpRYVRmsiCNUMV60yvvs+8PfWBYWzx5bUdZCvuYnNQQSEGQGbHsAykmfwK04Vf1Yw2iI54VL0UM2C+MZAkcdBqRgduXAV2jXjJXmxz1ku+e6QPYg2m0RDBly6iWmHf1PM4KuM4oHHhdeRbADdTrkdgD26dsR4Qmwm0LgtSzHu/zOBaOWuhx+qA75v96McVZhA+v+RBLxi7BtC7TXH6GNxFTEJQh3M/RGQsC48BtpNBoEDt5MjSptqwuSxBfxCCuy8FejIqaV5hIzMWgio11XxFkWQMirh6KVl9/5fAStltCwbMgRI0cieRnnoFCrYZSq0XaG68j+rrr3Oqa12ylbAtCn4w4zJ/SA4+uOijads7oDtCqldh0zPP916XqIPC5uXcLLN6VzSmyRHgAP6iPD9tXq9KIpBzyflxdJgM73wFa80pad70ZyN4BtBIpe3vTYrP14e9FQKKd+gjWZ4ooA96qayDGkMeAwY864VYJLtiTvlQKYoQmwq5v3RH3dL0HG7I34PaO3P0obulwC06UnsDg5oMxNmOs9bjcO0S2iZVnMzd3wgOc/ZzCNeFOlWD2NvwJTNSCoHXdxaBJToEhL9+lvrTbvg3GsjJo03kxPCLyEX3dOFRt246U/z3POc6v0qh0oq6DPdgWhPiZM6FJc8JSybYghHkvU8lrCgI/a8BuTZqGc+7UTrCgUSmgNzIY7OSE/8TYjujfOg6D2pGC4DGdrwe6O/C/GVmDgjpEZHLmfffaCODhf4SCo1IDkxeKP0OlAZK7mP30zsC+9yMHzamMatd9nx7RyJQDgOtikApQFPPnu+JimNN7Dh7r9ZhAydCoNJg7eK6gvbNBij2TeuLFgS/i74K/kRkv3Gxs7qC5KKwpFK3y6A7uWBCcdTH4HbUaMBgQ1oP7WTE6eVwMaW+/hYKXXkb8zBlOd0kVFQWV2DbSrIWlKiEBUSNGIGXuyzBV10AVyZVhtoLQ7M470UxsUyVXsFNJUQp2kKJUDIIceE1BUPF+uM5M/p4MldueGIH9F65gvJNFgkI1KozpkuLBEwkr0U6suk2soFCV1rEFQeqYtwiJMislhMewJ20pC4KYguCqi8EVk64zCsJVCVfhq3Fm827b2LaibW5of4PTz3QGVzeMAlyztPiT1t9/hyvLVyDh4dmc4+IxCDxXjRMbImnT0+1uCe0SLAtC++3brNUN+coBn5Tnn/P40fwYBKdgXaOMCEILAn9nxogQO7meDf97YkFoHhvG2eqY8CHXPOu4DXvVo1T51tcvBXvSkGtbZ4KT5uiKBcGbODMR+yPa/4m+T+BE6QlMzZzq9DXBoiCEdu6M1FeE1hzxGASbxSDtnXd8/12wxgJnSynLBut5zr5vdoVGb1oQvDZK8zMSIkPs7MzV8KFc09kcDNIs3HWtmghwHJpF/WBqN7HKmKpI5uSCE4OglbAguLBhkhxM6zoNGdEZeLjnw5Jt7G125C3So9Kx8eaNLikIA1LNQd+tosXz6gMdRzEIYV27+LI7AFyLUUn/7FOo01LR8ssv5Xk4yxrgbD/YSgw/xkNOvPYrjQ3jDrhRodKPskwNM4a0RmpMKBUkaowIdlJ0YeMkb8GqSEcWBPlgKwiBYkGIC43DLzfYL/UdCPUCnOH1Ia/ju1Pf4YZ28ro7fEXksKtRtW0bJy2QE4Pgl7HA+aaRw4ah/ZYtsj3aLbkL9iDFG3u1wNaThRjcEATIT4NkY92sTqXEpB6Oc0CJICShHXDbCiDKvC21wyBFX8COi3DDF0yIw64dkBiWKNrG1wqCM/it4qCLxIfF48HuD/q7G24Te+ut5mqH3W3Biwot6/fnBwWh2e23oeKXX0S3Zg5E2GmO/DoIcuK1X6lWrcRnU23FaUI0dva8DhLNnfCQTqxcXH65Yn/IANvF4E6gECGKRqnBByM+gMFkQLPQZqJt2sW283GvHOPrTY2aKgqVClGjuJVyOVkLfvgthvfqhXY7tkMd71/rtVMFogAwJlvMRFBmMfBJjAzBwDbxYMBgz7lSXz2WCFT63w/88TLrgB8UhKTO5oyKyGTfP7uRc03La0SPfz3ua2y+sJmzMVGoKtStIklyw67qSPgWbh0E/ywYNUmOtyP3FgmzZkGfexGh3bo51Z6dKtooFASFQoHl95pLXrZ+5ndfPZYIVLQRwN2/AF821I73hwVBEwY8nUPxBz6kR1IP9EjqwTkWog7xq4LwwsAX8OXRL/FsPyeycQivwI5BaIoG5UReKqgj2JUnhWWj5cOnIyO5EggOgeD311BqrL8JUfm4OBWPWzrcEnD7FTQ1OHUQaJ5wSEj79oifOQPqZO/W8qGlE+E/VP4NTCICA/aOjkTThBOJT2OBUyQ9/rjXn0FROYT/ULILktCg0FQJ8XV5ayLg0KSxKuCSghAwkIJA+A8lWRAIsiAQvC2OjUbphoRPIRcD4T+oeiEBoG9KXxwpPuLvbhB+RBkSgqQnHoehqJirLBB+hRQEwn9wsgfIgtBUebD7g4gNicWwFsP83RXCj8TPcH5XRsI3kIJA+A8KUiRgrj9wT9d7/N0NgiB4UAwC4T/YFgQqUkMQBBFQuKwgLFiwAJmZmejbt683+kMEAbLJADtIMbaldDsiIKGxgCAZaNwoGFf2uWRRUVGBmJgYlJeXIzo62qVrM57+jfP6/Jvj3ekC4QKefF9eu2ddBfBmuvnvZy4BIeJbAxPy4A0Z8OZ9CfkhGSAA578vikEg/EdoNHDjF4A6hJQDgiCIAIMUBMK/dKMStwRBEIEIBSkSBEEQBCGAFASCIAiCIAT4RUHomBzlj8cSBEEQBOEkflEQVt43ABO7p/nj0QRBEARBOIFfFIRmEVqMv8q7+1gTBEEQBOE+fotB6JsRBwBoFk4b9hAEQRBEoOG3NMf4yBAc+N9ohGlV/uoCQRAEQRAS+LUOQrMIrT8fTxAEQRCEBJTmSBAEQRCEAFIQCIIgCIIQQAoCQRAEQRAC3I5BsGwCWVFRIVtnCO9h+Z7c3LxTFJKB4MIbMsC+H8lB4EMyQADOy4HbCkJlZSUAID093d1bEH6gsrISMTExst0LIBkINuSUAcv9AJKDYIJkgAAcy4GCcVOVNJlMyMvLwzXXXIN9+/a53cFgo2/fvsjKyvJ3N1yGYRhUVlYiLS0NSqU8niWLDERFRaFfv35B+bm4A8kAFxoLggdvywCNBcGBs3LgtgVBqVSiRYsWUKvViI6Odvc2QYdKpQra9yvnigGwyQAQ3J+LqwTze5VbBgAaC4INb8oAELyfizsE83t1Rg48ViFnzZrl6S2Ciqb2fp2lKX0uTem9ukJT+1ya2vt1lqb0uTT29+q2i4EgCIIgiMYLpTkSBEEQBCGAFASCIAiCIASQgkAQBEEQhABSEAiCIAiCEEAKAkEQBEEQAkhBIAiCIAhCACkIBEEQBEEIIAWBIAiCIAgBpCAQBEEQBCGAFASCIAiCIASQgkAQBEEQhABSEAiCIAiCEEAKAkEQBEEQAkhBIAiCIAhCACkIBEEQBEEIIAWBIAiCIAgBpCAQBEEQBCGAFASCIAiCIASQgkAQBEEQhABSEAiCIAiCEEAKAkEQBEEQAkhBIAiCIAhCACkIBEEQBEEIIAWBIAiCIAgBancvNJlMyMvLQ1RUFBQKhZx9IrwAwzCorKxEWloalEp59EKSgeDCGzIAkBwEEyQDBOC8HLitIOTl5SE9Pd3dywk/cfHiRbRo0UKWe5EMBCdyygBAchCMkAwQgGM5cFtBiIqKsj4gOjra3dsQPqKiogLp6enW700OSAaCC2/IAEByEEyQDBCA83LgtoJgMSNFR0eTQAQRcpr/SAaCE7lNwCQHwQfJAAE4lgMKUiQIgiAIQgApCARBEARBCCAFgSAIgiAIAS7HICxYsAALFiyA0Wj0Rn84MAwDg8Hgk2cFOyqVCmq12icpRnLKAH3H8uFLGQDkkwOSAXmhsYCQSwYUDMMw7lxYUVGBmJgYlJeXeyUoRafTIT8/HzU1NbLfu7ESHh6O1NRUaLVawTlvfF+e3pO+Y/nxtQx4el+SAe8gJQeBKAMAyYE3kGMscDuLwZuYTCZkZ2dDpVIhLS0NWq2Wim/YgWEY6HQ6FBUVITs7G+3bt5e1CIo3oO9YXkgGCIDkgJBXBgJSQdDpdDCZTEhPT0d4eLi/uxMUhIWFQaPR4MKFC9DpdAgNDfV3l+xC37H8kAwQAMkBIZ8MBLRqGeiab6ARjJ9XMPY5kAnGzzMY+xzoBONnGox9DmTk+DzpGyEIgiAIQgApCARBEARBCCAFgSAIgiAIAaQgyExGRgYUCoXg36xZs/zdNUIGduzYgYkTJyItLQ0KhQI//fSToA3DMHjppZeQlpaGsLAwDB8+HEePHvV9Zwmv8cYbb6Bv376IiopCUlISJk+ejJMnT3LakBw0bj755BN069bNuv/EwIEDsW7dOk6bYJcBUhBkJisrC/n5+dZ/mzZtAgDccsstsj3DUlCE8D3V1dXo3r07Pv74Y8k2b7/9Nt577z18/PHHyMrKQkpKCkaPHo3KykrZ+mE0GmEymWS7H+Ea27dvx6xZs7Bnzx5s2rQJBoMBY8aMQXV1tbUNyUHjpkWLFnjzzTexb98+7Nu3D9dccw0mTZrEUQCCXgYYNykvL2cAMOXl5e7eQpLa2lrm2LFjTG1trfWYyWRidHUGv/wzmUxuv5f/+7//Y9q2bSt5j+zsbEahUDBZWVmc4x9++CHTsmVLxmQyMVu3bmUAMOvXr2d69+7NaDQaZsuWLU59bha88X15ck/J77i21uf/3P1+ATBr1qzhHDOZTExKSgrz5ptvWo/V1dUxMTExzKeffip6n+3btzNqtZrJz8/nHJ8zZw4zdOhQhmEYZunSpUxMTAzzyy+/MJ07d2ZUKhVz7tw5pz5XC976zbp7XykZMNYb/PLPk995YWEhA4DZvn279X0EohwEmgwwjLCvJpOJqa+v98s/T2SAYRimWbNmzBdffGF9H4EoAwzj/PcVkHUQxDDoTFj0f9v98uz7PhgGTYjK5et0Oh2++eYbzJkzR7LwR0ZGBkaNGoWlS5eiT58+1uNLly7FtGnTONc9+eSTeOedd9CmTRvExsa63J9Ax1Bfjw/vvtnnz33kyx+gkSlXPDs7GwUFBRgzZoz1WEhICIYNG4bdu3fj/vvvF1xz9dVXo02bNvj666/xxBNPAAAMBgO++eYbvPnmm9Z2NTU1eOONN/DFF18gPj4eSUlJsvQ5kGD0JuS9sNsvz06bOwgKreu/cwAoLy8HAMTFxQEgOfAEvV6P119/3S/PfvbZZ0UrDzrCaDTi+++/R3V1NQYOHAigccgAuRi8yE8//YSysjJMmzbNbruZM2dixYoVqK+vBwAcOnQIBw8exD333MNpN3fuXIwePRpt27ZFfHy8t7pNeEBBQQEAIDk5mXM8OTnZek6MGTNmYOnSpdbXv/32G2pqanDrrbdaj+n1eixcuBCDBg1Cx44dERERIXPvCXdgGAZz5szBkCFD0LVrVwAkB02FI0eOIDIyEiEhIXjggQewZs0aZGZmAmgcMhA0FgS1Von7Phjmt2e7w+LFizFu3DikpaXZbTd58mTMnj0ba9aswW233YYlS5ZgxIgRyMjI4LRjWxgaI+qQEDzy5Q9+ea7c8C1GDMPYLR87bdo0PP/889izZw8GDBiAJUuW4NZbb+X88LVaLbp16yZ7XwMJhUaJtLmD/PZsd5g9ezYOHz6MXbt2Ce9JcuAyGo0Gzz77rN+e7QodO3bEwYMHUVZWhtWrV+Puu+/G9u3brUoCENwyEDQKgkKhcMvM7y8uXLiAzZs348cff3TYVqvVYurUqVi6dCluvPFGLF++HPPnzxe0a+wrBYVCIZup31+kpKQAMK8eUlNTrccLCwsFKwk2SUlJmDhxIpYuXYo2bdrg999/x7Zt2zhtwsLCGn2NeoVC4baZ3x88/PDD+Pnnn7Fjxw60aNHCepzkwH0UCoVbZn5/oNVq0a5dOwDmBVxWVhY++OADfPbZZ41CBsjF4CWWLl2KpKQkjB8/3qn2M2fOxObNm7Fw4ULo9XrceOONXu4h4Q1at26NlJQUa/YKYI5F2b59OwYNsr8ynjlzJlauXInPPvsMbdu2xeDBg73dXcJNGIbB7Nmz8eOPP2LLli1o3bo15zzJQdOEYRirq7gxyEDQWBCCCZPJhKVLl+Luu++GWu3cR9y5c2cMGDAATz31FKZPn46wsDAv95Jwh6qqKpw5c8b6Ojs7GwcPHkRcXBxatmwJhUKBRx99FK+//jrat2+P9u3b4/XXX0d4eDjuuOMOu/ceO3YsYmJi8Oqrr2Lu3LnefiuEB8yaNQvLly/H2rVrERUVZfUpx8TEWFd3JAeNm2effRbjxo1Deno6KisrsXLlSmzbtg3r168HgEYhA2RB8AKbN29GTk4Opk+f7tJ1M2bMgE6nc/k6wnfs27cPPXv2RM+ePQEAc+bMQc+ePfHCCy9Y2zz55JN49NFH8dBDD6FPnz64dOkSNm7ciKioKLv3ViqVmDZtGoxGI+666y6vvg/CMz755BOUl5dj+PDhSE1Ntf5btWqVtQ3JQePm8uXLmDp1Kjp27IiRI0di7969WL9+PUaPHm1tE+wyoGAYhnHnwoqKCsTExKC8vBzR0dGydqqurg7Z2dlo3bp1wG9VKievvfYaVq5ciSNHjrh1vb3PzRvflyf3bKrfsSPuvfdeXL58GT///LNb1/taBjy5L8mANN6Sg0CTAXt9beoEwlhALoYAoKqqCsePH8dHH32EV155xd/dIfxAeXk5srKy8O2332Lt2rX+7g7hJ0gOiECSAVIQAoDZs2djxYoVmDx5MrkXmiiTJk3C33//jfvvv59joiSaFiQHRCDJACkIAcCyZcuwbNkyf3eD8CP8NCaiaUJyQASSDFCQIkEQBEEQAgJaQXAzfrLJEoyfVzD2OZAJxs8zGPsc6ATjZxqMfQ5k5Pg8A1JBsJS7rKmp8XNPggvL5+VquVB/QN+xdyAZIACSA0IeGQjIGASVSoXY2FgUFhYCAMLDwxt1aVFPYRgGNTU1KCwsRGxsLFSqwC9VS9+xvJAMEADJASGvDASkggDYaplbhIZwTGxsrPVzCwboO5YfkgECIDkg5JGBgFUQFAoFUlNTkZSUBL1e7+/uBDwajSYoVgts6DuWF5IBAiA5IOSTgYBVECyoVKqgE3bCNeg7JkgGCIDkINAIyCBFgiAIgiD8CykIBEEQBEEIcFlBWLBgATIzM9G3b19v9IcIAkgGCIDkgCAZaOwE5G6OhPwE2m6OhO8JxJ38CN9CMkAAzn9f5GIgCIIgCEIAKQgEQRAEQQggBYEgCIIgCAGkIBAEQRAEIYAUBIIgCIIgBJCCQBAEQRCEAFIQCIIgCIIQQAoCQRAEQRACSEEgCIIgCEIAKQgEQRAEQQggBYEgCIIgCAGkIBAEQRAEIYAUBIIgCIIgBJCCQBAEQRCEAFIQCIIgCIIQQAoCQRAEQRACSEEgCIIgCEIAKQgEQRAEQQggBYEgCIIgCAGkIBAEQRAEIYAUBIIgCIIgBJCCQBAEQRCEAFIQCIIgCIIQQAoCQRAEQRACSEEgCIIgCEIAKQgEQRAEQQggBYEgCIIgCAGkIBAEQRAEIYAUBIIgCIIgBPhdQWAYxt9dIAiCIAiCh8sKwoIFC5CZmYm+fft6/PAdq07h6+f+Qn2N3uN7Eb5DThkggheSA4JkoHGjYNxcwldUVCAmJgbl5eWIjo526+ELHtgCABh0Uzv0HN3SrXu4i+VtKxQKnz7XX8jxffninoT38Nb3RXIQPJAMEIDz35ffXQyA0M1w8XgprhRUe+15JqMJ372ehV8+OuS1ZxCBz+msv/D9K8+isrTY310hCIIIOAJCQQBLPyjOrcLPHxzE8pf2eu1xhRcqUXyxChePlVIMRIBSW1WJvFMnvPqMn995DTn/Hsb2r5d49TkEQRDBSGAoCCyKL1Z6/Rl11baYB9IP/Iu+rg5HtmxETXkZ5/jSR+/Hiv89jvMH93u9D7oa71mrCIIggpWAUBDYq3iTyfsztq7WYHu2D55HSLP1y0XY+NmH+G7us5zjtZUVAICz//zt9T6oQ0K8/gyCIIhgIyAUBAv5Z8pQW6nz+nPqa0hBCBRO790NACjJzRE9r1B4X0Q1WlIQCIIg+Kj93QHAbOa/eLwUP39wkHO8urweETHyD971LAuCLywWhB2U9hUAX2SZkAWBIAhCiNeXZ0aDyXEjBsg+WCQ4vOypPzmTuVx4akEouVSF6rJ6ObvUZOErAH/9sALfvfyM7bzSOwoC262lIQWBIJo0ubm5+Pfff/3djYDDqxaEI9tysXPVKUx8uAfSM+PstGRg0IsrEmUFNUhuLW9erY5VmIlxQn9hU1FSi5WvmP3ik+f0RPMOzeTsWpODryDs/v5bXgPv6LD6+jrr32ptqFeeQQQ+pho9Sr49jvBeyYjonezv7hB+4osvvgAAJCQkICUlxc+9CRy8akHYsfIUGAbYsNi+ZsYwgEFnFD3nlAXCRTxxMRTnVFn//um9A7L1qaniyIWgdOCCcBddTY31b5UmIDxthB+o2JyD+rPluPL9KX93pcljNBpRVFTk19Tz8vJyvz07EJFt9GUYhpMdwDlndPyFS1kQvKEgcNIcXXUxNI3Ci7Khr6/Dqpefxt9rfxBvwFIQGJPwu876eTUqioXuJ0/R1dXafa4zUA0N+ag5XITa4yU+f66xnFyFgcLKlSuxYMECHD582KfPNRpti1O1mhYLbGRTELYvP4nPH9uBwgsVgnO6OiN+nLcfujoJBYIBjL5UEKpsCoK/ghSbSvbE0W1/IPfYv9i5fJnoebYFwaATz2D55b3XZe8X24LgjoLw1w8r8N5tE5H182o5u9UkMVbpULr8BEq+PMb5XTAMA11eFRgvjAEWTBLjDuF7Tp8+DQD466+/fPpcvd42H6hUKp8+O9CRRUGordLh6M48AMA5kWBDAMg/W45/t1+SvIeUBcFkYBrOi7sg3IGtILg6UXsaVF9fa8D2FSex+ImdXi0nHSgYDfY34mKnMbJX9WwKzp6WtU8AUF9rUxBMRtdlyxIrsePbpbh41LUVz6WTx/HVU48g518q9Q0ApjrW58/6PdbsL0ThhwdQ/NUxrz2bIQUh4Nm+fTs2btzotfvrWAsTb7k0gxVZPo0TfxVY/45sJh3wJaUEgGHsxiDs+eksPnt4OwrOyeMfqqv2X5rjkv/uxL/bL6G+2oC9a8/59NnepuxyAX557w2c2vun9ZjSkUbOUrikFATAvMo/tnMrygryza89NO/r2AqCmy4GC5fPnXGp/aqXnkLR+XP4/pXnsGvl1x49uzHAVrrZ7siqP80LivpTV7z2bEbGhQchD+zfttFoxNatW7F7926UlZV55XlsBcHTsaCxIYuCcHKPTUFgTAzOHSxC1ZU6QTup1TfDSCsPBr0J+9dfAADsXn0G6z49gp8/OOC2iZ4xMRy3haemflcnKo5C0oh2kqwoKsTiR2bi1N4/sXfNd9bjbAXh362bUF3GHezZLgZ9nVBmLBzbuRXrPn4Xi//vXhzbsQULZ96B3BNH3e6vrpYdg+DZJGE0uJaKy3Zp7F2zyqNnNwrYvwOj+bNhGMYnbjh/WhCMVTqYJBZGTRnLmHr06FGcOGHbj8XogqWvuroaf//9N2prpRcdFkhBkEaWiIwaVvXDk3sLcDm7Akq1cPKTiljf9/t5yXuzLQtGg8nqwigtqEZ8WqTLfTXxAibF0hwZhpGOrucdN5kYqFTuTfQqTeNREI7t2GL9u6bCZulRqmwituHTD9AsNQ3T5y+yHmN/zl8/9Yjk/XOP25SBdQveAwCsefNlPLzsO6lL7FJfw3YxeDYouKogEDzYFgQTg/pzZShZfgKmKvvuKSlqj5XAWKlDZP9Uh239pSAYq/XIf3UvFFolms8d7Jc++AO9Xg+NRuOwXVlZGb7//nu3n7Nq1Srk5OTgzJkzuOOOOxz2yYK3FQT+3FJTU4PCwkK0atXKJ0XhXEUWCwLbLHg52xykaIkd4ODG+9+x0pZ+ZGQ9p77atUG55FIVCrLLYeRNBnwXQ32NHl89uxvblp8UvQ//LRh17guUSt14/F16nS0aPDw6BvU1NagsKYaC59O7kp/Hee1sKWWVWuiqYLsJAKCuqgq/fvA2siU2eKopL8OBDb+ivqbaoYuBMZk4SoQ9TEZpWTTo9dj+zRLkHnOQ6tvIVy41BwtR+sMpMGLKGPs3aGRQtPhfgXJQ+gM3DZFhGFTuyEW9iNux5KtjKFtzBvrLjmN8/OVi0OWaN6VjPBg/go2zZ8/itddew+7du+22YxgGFy5cEBwXsyAYjUZUVwu/55wcc+n2U6ccp6/6yoJw6tQpvPXWWxyryCeffIJly5Zh8eLFyM3N9dqz3UWWGcpZP76nCpKJ5RpgpyqK9Wf9Z0eQ9Vs2ALPArZ1/AKvf2o/8M9wBhW/GPPX3ZVRdqcfRHdIBlWwk4ypgDki8dOqKpKlUpVbi0JaLOLTlolPPCmTYExxjNOKT+/6DRQ9NQ2WJgxRFJ2VCoXQcXbz7h29xcvcO/PjGi6Lnf5n/JrYs+RSbv1jITXMUGXh+fu91fHzPrdaYB3vYsyBk/fwD9v3yI1a9/LRkm8Ob12PBjNu9vr21t2EYBqU/nEL5umzBudKVJ1Gz7zKq910WuY71t5EBRNKiaxquq9x1CaXfn0LdySso/z0bRYu4AaIVW2x7ehjLhVkxjJFBybfHUbnT/Pv2dILWF1Sj8JNDqDtTZrcdozfCWGXrD1vsm0qq5dq1awHAYcBhUVER1qxZIzhuUQRMJhPy8vJgNBqxfPlyzJs3D0VFtnHGGbcCGzkVhJKSEo5Fgs3y5ctRV1eHlStXWo9VVpoVxdzcXGuxpkBCHguC0wqCZxoC2z2w7tMjyD1p9meXF9Vg69fHcXhrLkwmBhePl+LsgSL8/Yt5oKqvNqC20vyl5Z0u4/adF0Og0jj4SHhvQSq74sSefHzx2A789N4BnNgjHlhnMpiw67vT2PXdaavCk3+mDIe35gZdjj07E8BkMsHY8CO5dEIYgf7VE7Ot2Q3uWBDErjEa9Diw7hfOsVN7dmHtO6+ivmE7Z8sq/sSf2zlpjiaRGIQzWXsAAAc3/e6wbwadDgzDIPvgfvz45kuoKjXn8x/a9Dt2f/etg6uBTZ9/jPqaavz6wVus9yOP2+Jy9lmcP/SPLPdyhLGsHjX7LqNyey70heLWF6NYiXJ2aqODsaT813Oo2X8ZNQcKRa+p2GhbeYqlR9YeLkLtkWKU/3ZOsg37vvXny+3GCZR8exy6CxUo/uIIag4USt4v/60s5L+6F0bLwoY1Fua/+Td0eVWi1wUj+fn52LZtG+rrud81O4XQMrlv3brV6ft++eWXKC4uxtatW7Fo0SJs3LgRZ8+eBQDs27fP2s6iiFjIzc0VBDiWlJTgyJEj5lRamRSECxcu4KOPPgqYib64uBhLly61fkZFRUWoqnJNzjxWEAovVDhtQfhrzVlUe6At8+MH1r5vrmS4Yu7fOPZnPnauOoV9v2Xjt4+56WNVrEGJ31f+a00IS4idyL826k0ozq3Cj+/sx6WGaOu801fwx7Lj1jZn9pkHM8HgxxokLEWmfnznH+xcdQrZh4odPptN2eUanNlfaFUsGIZB4YUKydoTclJZWsKxILCVBTGlsCjnPErzLkmeFyPniO07DY0Uxp7wlYNdK7/GL++/iTNZe7DnR2EgILvmgj3zfn214x/UwQ2/YtVLT+PHN15E9oF9WLfwfQDA5i8WOryWjUWpunDkID6edisObVrn0vV8GIbBN0//H1a//oJXik0JYKcoHiwUbcIYTWBMDPSFNTYlmK0M24kH4Uy+7Ej3Cp3wPAB9YQ3Kfj0HA2vMMVbwxh87Rdyqdl1C0aeHUfK1eJqlobgWhiLbarV01UlU7uCaiY3Velz56YzVZWJxLXAWGgxQe9i137sjGIMJxobYMF1+NUq+PS6ptMlJRUUFNmzYgG3btmHZsmWcc+wiRKdOncKpU6ewfft2l+6flZWFnTt3AgD27t3Lea4FtgkfMJdRnj9/PgAgLy8PFRUV+Oijj7B69WqcOHHCoYKg0+kkrQIWLl68aLWMXL4stJKdO2fLWNNqtXbvJRdr167FhQsX8PXXX6O0tBQLFizABx984NI9PFYQfl942KlKiRY2fmEONnNnhcyPH7AeZ5n5s347zxlvflt4GEd32twFRTmVnGv5fWcrCOed+NFu/foEVr36N/LPlOOn9w5ArzOi5BLXJ2a5Jz8gkh2AqeetUgrPCwtOWagurxekhX774h5s+Pxf5BwrBQCc/acI37+xD79/csTrqZzL5jzAWYWz9zmQwqoYOKkgFOWct/6tCQ2z/n34jw0AzCtlNuzsgH2//IjVr7/AOZ990LbisFcHoaa8zKn+XWJlVFw6/q978t0wCG387CMY9Dps/mKBZNuyywU4tfdP0edYjtWxlJu6qkpBO7lhK8A1BwrFPwMDg/L153H5vf2osrjxWM0ufyRdvtzEcivWHS+1/m0sM8ubRVGwULH+PKp2XULJV8dQn1OBoiX/Qpfj/OdQ1WD5q+dZHS1c+fms4FjdiVLoLlbC1LDfS9naM6jeY3NTKcPE48IVIfIW6ClafAT5r+2FvqgGhQsOoPZIMUq+OobK3XmOL/aACxcuWP3/+fn5yM62uZvYFoQaJ+N7+EhN1GwFQYrLly9j0aJFeO+996zH8vPzOfesra3FoUOHUNeQUWUymTB//nzMmzdPMovi+PHjWLx4MS5dEndL6/V6fPXVV9bXoaHO7/1SWVmJI0eOuJTBYYH9GVuKUFn68ssvv0hdxsHjLAZdvRGqEOcHw7zTZVj32RFcyXe9SBDfggAAZ/8RX6lY4E/yl05y0+wsg9iRbbkovliJjG4J1nMHN+egba8k7g15Xcg/y41pKDhTLrA8aEJUqK3SQa3hDgL6etakWscVAPaOk2wqS+vw1bO7EdksBHe/IYx+/vWjQ3hwwXD8s8Fsar108gqWPbULyR3DRe8nF+xVuDPBfWf37cXq11+wmuNdoaLIpqFvWvQRuo0c6zDWgW9mZ0/89syKF48ecbl/RoMBfyz+xOXrDHrzBBcSFuagJbD4kZkAgIlznkGH/mY5KMo5j+/mPou6ygr0GDseXYePtrYvupANQ44w8EtWWAqC8Uo9DCV10CSEcRSHKtYEVb4uG1HDWnAta2LBzZZ7srKl2NkHhiv1CMmQcF8A0F+qQtFCYVEqKSuHBUc7iYplQOguVqJwwUGoorVIfbY/dLlcC5RNMebdy2BC8dJ/EZoZj8j+qWBMDIo+PwxlqBrxd2W67J7VNQSL1+wvtH6mhuJaVG6Q11IheK5Oh+bNm+PiRXNc1cmTJ9G6dWsAXAXB0YpcCoOE680ZBeGTT4S/yR07dnBe//bbbwCAzp07Y8qUKairq7NOtJWVlYiNjRXcY9UqoYXyjz/+wKVLl3DHHXdwLBSAawrCihUrkJeXh+LiYowYMcLp6wAghLVLLdu1cO7cOYH7Rwp5Ck+7uFg6d8A9c2edSNrTWTfvZcFkMrsZLNkSWpaGn9wmxtzGaIJSZTa2OFoZ5hwrwcHN3KDDE3sKcGJPAYZOac85zlZe6qr1HIWhtlKHH+ftR3RCGEbc2ckaG2FRcKqu2L5gvusi+3AxKkpqWffS47iXVw7sVbieFQBomfT47Fr5lehxd/HEhG4JUsw9/i82f7EQI6bdZz3njDVEjEMSsQv27mexIIRFx3COm4xGmIxGqEVMk+cP/WNVEH557w3UVZoHyoMbfkNyG5u8rV/4PurcHJSdhW/iZxqsXFJ+eWWUFuUbzzudashWENhcWXUSIa1jXA72K13JzVS68uNp6PKqkPRAdyjUSoClIBhK66COc2Jgb/gpGit05t8lz+pp+61yJ/zKLTkAA9SdvILI/qkwVeqsk7yxQgd1jHtbkpt84GJko9frOQq31D4H69evt/6dlZWFgwcPOn1/lUolWFFXVlZCr9fLtpfC8eNmFzF7vD979ix69+7NaSe1uLC4QY4cOYKMjAzOOXsKwubNm8EwDEaOHAmlUom8PPO4vX37dquCcPLkSRQVFWHQoEF2Kz+yXRmFhfaVYSmCfmeKy9meVVdkjAzKC9kBa6xVkN6EopxKrHnvH3Qb0QIDJrV1uD00Xzlgs3MVt2QwxxWygBuNXZJXjbLLNcg/Ww5tqApX394RAKANtX1lJhMDpVKBuhruwF9VWu9yGqin6CQihw1OaqqeUHDmFCo9UBB09XX4Y8mnOLjhVwAQrP4Lz59DTFIyTCYTwiKjPOprzr+OyzIr1ezv2Ijv5j6L4ovnMePDLwTPZ3/ubMsKAJzczV0deRsTb7M2Y2kdyvZfRniPJPH2lTpUupDBw3chsKnYfMG5CdwO1X+bC75VZxUgcmAaFKz6JjWHihA9Ip3T3tGivu5EqTCTwmIF5V/LzuQwMZzPUp9fLaogMCYGuvMV0DSPhJLlomAvGAwlrkX0e4pOp+NM3gaDAT/99BPy8vIkJynLqt0Z9Ho9EhMTUVBQIDj3zTffYOTIka53WgSLosF+L7/88ovTCoKFtWvXYtKkSZxjCoVCMqVx165dAIC4uDiBleXy5cuIiYnBihUrAJiVl6FDh3LalJeXY8OGDRgwYADH2mKx6LhK0CsIFcXurfAsFF+qwp+rbRM329T/7/ZL1v0j9q+7gDY9EiXjIOSGXbznyPZL6Hd9G4RGaHBgk81MrKsxIDRSgxrewFkpUsXS25z8a6focb0PFIRvn5vj0fXneXUT1LxCLpYCTprQMIybPQdxqc3des6xnVsdlmXevPgTTn8ObVpnjW8ovZSL5h074+x+W3CWrrYG9TXV+PbZOYLMB19lL1j7wnMblnxjXoVV7RUO5u5gT0EwFNZYUyE9pWztWaiahXIsCFAA9efKoMutgjoxDLWHix1u9FQisocEozeCYRjU7Jfu66Vnd3Fe6y9VQR0XClONHhUbL0DbOgbRI1ui+u8ClP10BtqMaCQ90N32DJbVoN5B+qXc6HQ6zqR54IB0TIk7sCe90NBQa6wAYI5/WLJkiWzPWbNmDQYNGsR5Hhuj0ehU1gM/q+LChQv44osv7K7+xWIEfvvtN6tFATC7MQYPHsy5z08//YTs7GwcO8aVPXdjPoJeQfCU3au5A7bUltUA8P0b+xDl4SrFWfjxFov/uxPD7uiIgnM2X1tdtR4XjpZg81KuMByyY8XwNSW5OY4bBRjNUptzgiIt6Otq8fM7r7l933Ufv+uwzaGN3NXU8V3brH9fOPwPsg/s4wRg6mprcPiPDbiS71zdDm9SuTkHUSERwhMy7cZoaLD0qeJDYSzhKsGuBB86w5UfTkHFWrUrFAoULXI9HoVP8dKj0KRHQX/R+f5WbLqACtbCoP5cORQaJeqOmeN3dA0BzVV78lF7rAT6XNa9fZwtrdfr3Qqoc+X+lpTF6OhojoIgN4cOHUJ8fLz1dVJSEgoKCrB69Wp07doVu3btQr9+/dy+v6splZbgTzY1NTUIDw+H0WiERqNBcbG8MSYBoyCkto0RBPz5g3o7CgJgDhL0BfysBsC8pTabS6euYNu34hUfGysJLTNQLDJ5y4leVw+FUhkQ1Q3zWcWT/vphheB84flspHfp5ssu+Y3a4+YJMaR1DGpKvPs7NFXroWS58+SUBVeUAynqTpQKlKKyn1zbNMwbHDx4UDSQTy6uXLmCuro6KBQKJCYmuu1bdxZ2lcacnBx8+umnAGCt3/Dnn3+KXucrVq9ejezsbERFReHhhx+WvX5OwNT6zeie4LiRD7BnQfAlzsQQnJTJdBssdB8zHt1GjvX6c/T1dT5febmLvq4WtU5EcDcKGqLxQ9rGev9ZDKAMtykI+sveryHgCjpeGnQgbfrkaiVDV7CYyuPj42ULSLSHNy0UcmBJI62srMSxY8car4LATwHkM/CGtj7phyMLQiDBLxvtLzoOvFqW+yhVaoREiJioG0hsmcHZ/Mlb6OvqwDiKRg0gzh/2bayBvwlpHeO4kQwoWBaE2oM+KDTlAZVbA8et6AuSkpJ8srmRN5UducnOzm68CoJKZPdHC0qVAr3GtvJJP/xhQQjATbxcQuXE7mzOoNZqMOWltyTPK9UqKEU2bZIbS2nmYKH8ctOxJClCVFDHupfy5yr8rIxApikqCL4gmBSEQ4cOuR2MKIXLCsKCBQuQmZmJvn37ytoRe3sgeLsSIBtdre9NdaFRvim9KRd8GRDLz3cHtTYEiS0zJM+r1BqofGBBkErZJLh4ayywh9wVB+3B+GOxEOq79ycH/pABAJzgQW8S6C4Gb+OygjBr1iwcO3YMWVlZsnZEpVZizMwu4id96A92Zv8FuQmLlF6BJ7aMwm3/cz9SNq19rNvXSsGXAf6Wzu7iSNFQqdVQqLw/gOq9NCg4uzGV7M+V6fvh462xIPnRXpLnlN5QECQqJrJ3X/QVYV0SoG3pWa0NX+ItGXBEaGio6DbPrvCf//zHYRt/WxAGDBiARx55RLb7uVLFEQgkF4NKiVA7E2VjRm3HehISrkazFPfKJF9zVyfc8F/pwVYuSi/Js4+5WmNfQVCq1Zxyrd7C3eqJADBs6gzJc1NefguPfL1a8vy4WXPQumcf3DXvY7efL8YjX61Gn4k3ynpPb6KOD0VYV/EVohwWhJAOzZB431UO78nUeceaqG0VLXlOGapC0kM9kPbSQEQOTkPYVfIEb0cMTEXk4DRZ7uUJ7LoCnhASEoJ27dp5dI/09HSHbVzd/ZDNtGnT3L725ptvRseOHTF8+HBE2InLcoWWLVvi6aefdim402MFQaWWR8dQqhXQaN378YdEOH7D7k6yKo0SGifNfl2uli6gM+7+qyTPKVVK3PDfnhgzsws69E/mnKsoqbOWeXaVdn2SHTcKINRa+75llUrtUZBiSEQEZn602O3rnSEhXTpWRq3VQmPnPaa064gbn34JiS0zcM/7n3HODb71Trf7pNZofBLQ5YjYSU4GGquVUMeL70ehbBgjPFllx93aAYoQVgqjk64ETXPhLqJiNLupPdQJtv5H9E+xnVQpkPRgd04ApBjKUDViJ7aFNkNamXCFmNGtEDuxLVR+dGd27doVY8aMEVT/c4fQ0FD07t0bt956K+6++26Xr+/WrZvLq2kLjnZjVKvVmDlzJqfdhAkTcO211zr9jK5du+L2229HaGio3YJKrhDZsAuuK4GMHj85PNr+h9V7nHPBhSqNEkqVe4NYWKRjoe8zPgPXP9rD5XsntIh0WglS22nXpmciHvpkBAbe0BZdhwkVibT2zdC+TzJS23AjtCuK3DdxuatwuYrUfgtsmqU6Xr2otPYtSGptCGfXSD5R8Yl2r1cqVYhJSobSi1YIe24SlQPNnd2vuDSujPQcd71H/eo4SJ5ME3uEdZVe7SbP6Y3Igc6tYBUKheQgZjkcf3cXJM3uAVW864O8MkTFrXPuJGonnhV9bQbC+yTDxNpXpdkNtj0xLOWbpbxN/H1VFG6OiXwUDWNB0iM9ZbmfO1isf85s1DRx4kRMnTpV8nxISAjUajUyMzPdWmF7EsPgSLF4/PHH0aJFC461MzGROzb16tULffr0cep5cllNx441p4i7ohh5rCB0HyltpmnXOwkDJrVFcmvHWrBK7b6CEBLueFUZGqFBeqc4l++tUCiczjJwpJkpFOZsDH4/2GWV9Tr5YyBGz8hETKLjHQLdJb1zV4dtOgxwvGpwNIGGRUfDqJNWRu58431cZadOgmUC5g/CzhAR28ypdvYyOhxZSOwqF25mioy53+y/TG7dFlPfltd1wSd2QhtEDW8hek7lauaBgy3kVREaaFtECeKTwvskc+oXiKJWWidMRyT/11Z7XxVrG1jVvN+TMkKNhJlXIXp4ulnBkapLYLEGSgwqwu2gue3cdbEoGhYvSi8vGmbOnCl5zjLR8Xc3FCMkJARt2rSRPB8ebrMI81fYarUas2fPxh133CF5vSercvazxSxzlgmY/YyYmBhO5cTrr78egwcLd+MFgGHDhsnWVwB4+OGH8dJLLyEmxrz4vOOOO9CsmXPjmccKQsf+KZwtktnoGnx4zgT+qdRKt82g0QmOJz9Ng0nxnreHYMrz/RAa4dyAq1CaN21yBrEhTROqwg2P8+IAeG+TnaXReWCqU8+y4MiCAwAd+qZgynPuBzo6ovf4yXbP3/jMy8joJly5RCVwtWpH7oOwqGjo7Qwu4TGxnC2O+ViC9bqNMpv6QsKdX3lcNdK+ebD3+MnoPeEGpLTtYD3WafAwRMbFIyo+EV2GjURMktnlM+3dhbju4ccF93BkfRh0qzCoKiohEVffOV3yuuadbIG/sUnedTkpw9SIubY1mt3aQXhOYmKSVBxEfkyKEBViJ0pPGgAQ3jMJqf8bgPDe0u9VoVBAkxSOqBHpiHFwP3Y1RXZ6pSbFJjsR/VOQ+vwAhLaLtXVfz1UQYie1BRRA/O2dGjoh/rxQ3uKBvdNl2gsDkPbCQMm+KiRimVxWzjwgMTERL730Ep5++mlhP1ywIISEhEjOB4mJidCwFGb+BGowGJCQkCBYtYv1xRITcdddd2HAgAFOrerZ/bJniWAvGKOiogSpmWLvb8KECRg+fLjDPowaNcphGwv8mIPmzZvjgQcecO5ap58igUqtxPiHuiH/TBl+fIdbsKXbCPNqgr+vQFiUBrWVXCFRqZWIYpnwMgen4tif+U71QROqws1P9cEPb+2TbtOgeYdHaxEerQXjZGqEUqWAwY6CMHlOT5w/UoKWneOQfchWTGXEnZ1QmFOJYbd1EOwrr+S9ZhseQiM1+M/cAfj2hT2cNuExWtTwdobrN7E1YpLCsGmxcFMYXyI1sSmUSkx58U0075SJ3IYNh9g0S0nj7MLoyJQWFhUFg4PVR7M06TgQiwVh+F0z0ap7T4SEReD7V561ez8LmhDxQbbH2AmorSjHsKkzBD/4lld1x/hHnhBcE9+iJeJbtMTvH73DOW4vSFOhUKDLsJHY/d23nOPT5y+CWqPBjm/EN6mRKwXVFUI7cic5qRW9tmUUosdmoPhz4R4HfGtc8mO9oEkWUej4VjuGgUKhQMy1GYACCOsUZ900ik/M2AwAgEKlROWOXBhFyqizV+zs98GejI0VOsF3Hz2yFSo2XbDGH0QOTENE3xTrSl7MgpD4QDeEtORaW9mWCGW4eVIMuyoBtUe4NffVSWEI757E2bPB1lnhIW8jZsa2Z0FISEjg7CMgZQa/8847kZzMVf74CkLz5uYxIDo6GtHR0agQqTRquWbMmDEYPnw4tFot2rRpg8OHD2PfPu48Mn78eM6Ok2wFJzY21trvGTNmICrKFhuTmJiI7t27IyYmBiqVCm3btsXkyZOt/RdTECIjI+0ulIcPH47+/fu7tDujJxUnZUsqT2Vpz3FpERgzswviUs0/aP4KPL55JHJPXOEcU6kV0Iaqcdfrg6BUKRARE4ITewoEyoWF3te2wv715h+DUWdy6MbQ8E1zTlqZFQqFZB8AoHmHZmjewWyuYSsImUPSkCl5U15XeCZvdsyDRZnoMrQ5sn7N5rTrO741ck9yP0d/MfOjxSi6kI2z+/fi362bAACPfrPGOimLpfjF8Fa0SrXQqpPStj0Mej0iYptBpdag85Bh2P39N2jVtQdO7RXWQQ+LjEJqh06cPQys92/oi1qrRfu+A3E5+6zT708qbmHEtHuhVHLPWfZxaOGE64WNlBvBYmkRS1d0FMDqyG3jDZRaW58SZnQ1uwJ4hHZshoR7usJUI76aZG/dnPbCAOvk6AhtmjkQSxWlRdzNHZza7jhyQCoiB6Qi92nujqQxE9pwFAG2sqBQKxFzXWtUbL6A6GtaCu4ZNSIdoZ3iOJYGBet3HdE7CZXbuNk/IRnCCpGM2OKEN36E90xCs1s7oHp3nrAtgAg71hRfYlEQOnTogJMnuXvIxMXFcRSEEAmFXCxzga0gZGZmYsyYMdbnPfTQQ6iqqsLHH38seQ07mJC90VSbNm1QXFyMzMxMbNiwAQaDASEhIZwdJdu1a4czZ8x7YPCzIhQKBW644QbO6x49elhfR0VFIT4+HgzDoLS01NrGHlqtFmFhYaJuh/HjxyM5OVmwo2VAKAhswqO1iE+zRfzyt0hObh0toiCY3zB7t8SJD3fHxsVHcfVtHTltlUoFBkxua1UQDA3mvH4TW+PvX7iTqAW+gmDPDx0erbVuocxf7bMZcWcnzute17bC6f2FDt0EAgsCry/s1dPNT/cRvcby7FBWBkez1AhcyfdPFcCYpGTEJCXjxO4d1mPsSVVMoLVhXNeQZQC5+blXcWjT77j6zumISUzirLbCoqLx4KJvoFSpcWzHFqxf+L7gvtc/9gwObfod5w/9g4Kztq28FbyJ3FGwYrPUNFzJz5Nse/sr8wTKAQA8+Pm3qK2oQLMU19LKpAYHyyQv9iy+4qUJDcPUtz6wWhrCY2Jd6oMcKDQqRF7dHDAwCG3P83UqADDmVENA2qceOTANxnIdQjvF2VcOWD+d1Of7O61I2EWlQNpztnuFtImBvqiGsweEOjkcUYObI3Jwc9FAQoVSAa2drIfoUa2gTY9C1Z95qD8nXTLdmcJJjNFkjnvg6RLa9ChEjWyJUC/UQnEHy++7Z8+eiIyMREFBgXXTI35mgJSCIAb7dzN+/HhO0GJoaKhdawYfdpzAXXfdBabBInXXXXdh06ZNuPbaa1FcXIyffvoJN9xwA7p27Qq9Xo/WrVs73V8LSqUSs2bNAsMweOWVV6zH7GFxrYiNFWLFqhISEjjuGFfxioKg5aXwmAy2X3GvsS3RZ1wG/ll/gWMdFMsUaNEpDve8PUTwYfBN9tqGwJ4+12WgXe8kxCaH4+KxUpzZX4jju81uCrWWe397BoS4tAhkdEvAsV156DuhNXKOlXLOJ6RHYtKjPQVxDJHNQjH97SGC/vHhvx++lTSUNcjFNzcLO3seGDG1EzIbcppDWG2vf6QH1ry7HxXF/qv+JVVDgP2ee4+fhO5jxuPotj84bZQNE2Grbj3QqlsPyWeoGiwNXYaNRHqXq/D9K8+h59gJ1vORcfEYPGUquo0eh7++X44jWzaa78/78YlNuGwG3nQ7fv/4XUTFJ4rGR6R16Cx6XVhkFMIi5St2Y3m/YkoKX5ZCwsLQLCVN1LXhS2KvE/ftpzzeB/Xnyq0xAgoJC4hCrUTsBPvxAXxUItlM7N+WNiMaEb0cr6YVKgVH0UiYeRVgYqBQK5H4UHfUHi5GRM8ka1t3UKiVCOuSgOr99ncjjByYBv3FSk49BL5VgbGMr6w3m3BPF2hbRXNiKHxNUlISZ7dFyySqVCrRsWNHtG3bFmVlZWjfvj2OH+e6gSyTulqthsFgQFRUFK677jqHz5RSsocOHYqdO20WorQ0ceWdv1W15X4tW7bEjBnmGifNmzdHZmamdeL1JG1TqVRyFoRS/Y+Li0NpaSk6dOhgvY6NmMLTr18/jB492qMgR+8oCGHczrItCANvMJuIVGolx7cvlUoo9oFZfpSjZ2Ti6I489L++jbVtswaTXssu8UjvHIfi3CpoQlQuuRiapUZg6K3tMfCGtqLBjIwJkkGOjpQDAILQUH4paW2YGjc92bshs6Mh+pj1JYexcplDeFHPg29uj3WfHkGPUY6LgHgDQ3296HG2ebzH2ImITU4R+PVVIi4GR0QnJGHGB5+LnouKS8CY+x+ByWTC0W2bRYP8JFEo0GnIcITFxCIpow3OZP3lct88JaN7L5w/9A96NaQ48l0MnYeOEFwj92YtcqOOD5OsceAOcbd3QvGSfxFznfgKTsWKG0i8r5uTv0/u56xQKqzVFkNaRgviBDzCwfelDFEhfirXWSlwO4hYQ/lxIP5g6tSpOHXqFFq1aoWKigrBKlutVmPSpEkAIHA5WCwKjz/+OGpra+1G3bNN6FKWgZEjR2Lo0KGorKxEeXk5UlPFrbwmJ7f19mRVzoc9x0kpCA8++CDq6+uttQzY80FqaipuueUWwTVardbjfnpFQUjkFTExGoQCrNJwFQSlnc2aLLTMjEPOsVJ0bShI1KFvCjr0TZFsr1AqcMvTfQCF2Kpd+ocZkxgGhUIhqQR4PAjzLxe5XwqvHgLbgqBhWUO0YWp0HJACQ70REbFatGmWiBnvDnUq9dMbSFYhZH3+lsA5fgCdtzZiGvvA/2HIlKmIjONGHDMiNRXi0lqgNC8Xg26+AwqFwpp9wbYg9Jl4IzJFJme5mfT48yjJzUFS67YNfbB9Pu37DcJ1s/8ruMZbZZV9RUhb13ZqDGkVjbQXB0pO/MpwDRIf6AaFWulQOQjNjEfdsRJEDfFhxUE3hhJ+CqWiYeyM6JuCqr35CMv0zT4FjoiKikLv3uY00YQE+xUh2ePzfffdZ30t5SJgExYWhjFjxkCpVNp1TWi1WsTHx9vNPOBbEHyNlIKg0WgkMzf69u2LuDihQihH/QRZZ5HJj/XExeO2CdyCSSTNUcmzGDhTjGjsfV2Rf6YcLTo5l8MJSK/oxeb4pFZRqK81oGN/aaUDcC+P3h7ObEbFrhGh5llDRk3jrjCcTeH0BpJWANYHbonW59cF8FZAnUKhECgHgPhgcO1Dj6G2qgKtruKmZbIDCHteOxHRvBRNT1GLDGxqrRbJbWxBWezJnx/QOG7WHGz96gtMeFSYXhZM8FfLzuBo4hcL/hN99u0dobtUBa2cFgIHxFybgbpTpYgaKl4/Qgy2gqBODkdMgztHGaZGyuN9AqJqpquwJzwp87895CrhnJmZiU2bNgkyJXyFs98du52UUtSypTB41lVkHZGbd2yG5h2Fk7dYFgB/e2dniiRpQ9VoJVGj3WV4Xep1bSsMmNQGJhMDlYPIcLl3l2zby/HWpWyB8FWFRHcYOeNB/Pzuaxhw422c40aDLVpdyoLg64j7UJEKbLGpaUiN7Cg4HhVvWwFp3CzRKkV4TCzufmeBw3bsmAm+gpB59TXoPHREUE4OFjTNI/3qM1doVE4rE3KhSYlA87mDORkOjjCxLK8pj/XmnAvW7z9Q+t2sWTM88cQTbpdhdpfOnTujtLTU6UldKgsDMBdGKioqQtu2TpY2t4Pffo18i4GvBYTtJrjvw2HWSVflhKIS40RhJmcZ/p+ODi0WAFeBEsRTBBAJ6a0wff4iwXEjKzXIMrnxYxA82WfBHWKSUjBy+oMIi45GVHwCjHq9ZHBhUiub/zQkzL19PaRIbd8R4dGOJyb2oKAW8S0GyiDrNg6qJzZWXFEOAIDxQrVVfyPXfgNyINfmSK4wZcoUa8aEM7A/L74FwZEbxRUCRkHwNWwXg6MVederm+PfHZfQ//o2KM6twpBbPNtFjE2ngalOfRYKjg8/cBUEKdgKguW98F0MvlYQAKDH2PFOtdOGheOe9z+DQuE4PdJbcFwMbgR0BipRI9JRufWiw6qGhBnJMs5BjJgPvanhioLPbuto8yhP8MmI3HdCa2T9mo2eY2zmE/8rCM6vVq6+rQP6TmjtVFljV3FWJtjlqvkpm8FAUoZw8PdVDIJc8DdQkg/XV/4qP1RI9BYxYzMQNTzdvIkS4RB+GefGQN++fa0pj4Rj7FkQ5MQ3CsL4DLTvY65PYMHfCkLGVQk4f7jYqW2gFUqFvMoBSzdxKu0KXAUhkGMQpAiPjsF9nyyDNtTmnhFkMfhpZR6MNCYLAgBSDlwgckAaqnbnIaxLYGQryIFarca4ceP83Y2gJOgtCOz6BBZUGv/6S0fe3RnH/syzmybpC5w1K7EVBGeVikAjKo6b6iSsgxDYFgRv4Y7/VSwGgWgaxFzXGqEdm0Hb2rcBlUTgwC737E0Lgt+W8f62IIRGaNBrTCtENvPdTmdW3Jjfnd1RMpjgp/ZZ8v2bClf/5x5ENIuzuxujFO5u/0wEPwq1EqEd47y+dTMRuLCtBp7steAIvy3Z2JvMWCohNhncCNZ2ZsvsYIO9e+HQO6ahZdfufuyN7+l7/U3oM/FGt7IPSEEgiKZLfHw8xo4dy9k90hv4TUFQs3ZJ63Ndhr+6ETQY9Y0vBUwTYss1tpQTbmq4m5pob2togiAaPwMHDvT6M5psmqM/0YS5bhpM6xCLQ1uc3wM8GAiNjMSER5+CSqMVBCwS4mR074XcY/+iXT/vDw4EQTRt/KYgpLSNwcm9BYiI9UMMgJ9JzohGt2taICbR+YJLrbsnYPxD3RDfQnoL2WCk40D3d0Jritz49EswGgykUBEE4XX8piB0GZIGlVrh0iTZWFAoFBh6aweXr8noZn/DE6Lxo1AqSTkgCMIn+E1BUCgV6DzIh7umEQRBEAThNE03EIAgCIIgCElIQSAIgiAIQgApCARBEARBCCAFgSAIgiAIAaQgEARBEAQhwGUFYcGCBcjMzETfvn290R8iCCAZIACSA4JkoLGjYBjGrRq+FRUViImJQXl5OaKjo+XuFyEz3vi+SAaCC299XyQHwQPJAAE4/32Ri4EgCIIgCAGkIBAEQRAEIYAUBIIgCIIgBJCCQBAEQRCEAFIQCIIgCIIQQAoCQRAEQRACSEEgCIIgCEIAKQgEQRAEQQggBYEgCIIgCAGkIBAEQRAEIYAUBIIgCIIgBJCCQBAEQRCEAFIQCIIgCIIQoHb3QssmkBUVFbJ1hvAelu/Jzc07RSEZCC68IQPs+5EcBD4kAwTgvBy4rSBUVlYCANLT0929BeEHKisrERMTI9u9AJKBYENOGbDcDyA5CCZIBgjAsRwoGDdVSZPJhLy8PFxzzTXYt2+f2x0MNvr27YusrCx/d8NlGIZBZWUl0tLSoFTK41myyEBUVBT69esXlJ+LO5AMcKGxIHjwtgzQWBAcOCsHblsQlEolWrRoAbVajejoaHdvE3SoVKqgfb9yrhgAmwwAwf25uEowv1e5ZQCgsSDY8KYMAMH7ubhDML9XZ+TAYxVy1qxZnt4iqGhq79dZmtLn0pTeqys0tc+lqb1fZ2lKn0tjf69uuxgIgiAIgmi8UJojQRAEQRACSEEgCIIgCEIAKQgEQRAEQQggBYEgCIIgCAGkIBAEQRAEIYAUBIIgCIIgBJCCQBAEQRCEAFIQCIIgCIIQQAoCQRAEQRACGp2CMG3aNCgUCigUCmg0GiQnJ2P06NFYsmQJTCaToP2YMWOgUqmwZ88eAMD58+et10v9e+mll+y2s9yL8A8kAwRAckCQDHhKoyu1PG3aNFy+fBlLly6F0WjE5cuXsX79erzxxhsYOnQofv75Z6jV5j2qcnJy0KVLF0yfPh01NTX4/PPPYTQaUVRUZL3fO++8g/Xr12Pz5s3WY5GRkSguLkbr1q2xefNmdOnShdOH+Ph4aDQa37xhQgDJAAGQHBAkA57i9m6OgUxISAhSUlIAAM2bN0evXr0wYMAAjBw5EsuWLcPMmTMBAEuXLsWECRPw4IMPol+/fpg/fz4iIiKs1wLmL1+tVnOOAUBxcTEA85fPP0f4H5IBAiA5IEgGPKHRuRikuOaaa9C9e3f8+OOPAMz7YS9duhR33nknOnXqhA4dOuC7777zcy8Jb0IyQAAkBwTJgLM0GQUBADp16oTz588DADZv3oyamhqMHTsWAHDnnXdi8eLFLt9z0KBBiIyM5PwzGo1ydpuQEZIBAiA5IEgGnKFRuhikYBgGCoUCALB48WJMmTLF6n+6/fbb8cQTT+DkyZPo2LGj0/dctWoVOnfuzDmmUqnk6zQhKyQDBEByQJAMOEOTUhCOHz+O1q1bo7S0FD/99BP0ej0++eQT63mj0YglS5bgrbfecvqe6enpaNeunTe6S3gBkgECIDkgSAacocm4GLZs2YIjR47gpptuwrfffosWLVrg0KFDOHjwoPXf/Pnz8eWXX8JgMPi7u4QXIBkgAJIDgmTAWRqlBaG+vh4FBQWCtJYJEybgrrvuQu/evXHzzTeja9eunOtatWqFp556Cr/99hsmTZrk1LNKSkpQUFDAORYbG4vQ0FDZ3g/hOiQDBEByQJAMeATTyLj77rsZAAwARq1WM4mJicyoUaOYJUuWMEajkdm3bx8DgPn7779Fr584cSIzceJE6+sXX3yR6d69u6Bddna29Tn8fytWrPDW2yOcgGSAYBiSA4JkwFMaXaEkgiAIgiA8p8nEIBAEQRAE4TykIBAEQRAEIYAUBIIgCIIgBJCCQBAEQRCEAFIQCIIgCIIQQAoCQRAEQRACSEEgCIIgCEIAKQgEQRAEQQggBYEgCIIgCAGkIBAEQRAEIYAUBIIgCIIgBJCCQBAEQRCEgP8HjJst+KipzsQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制利率日收益率，子图布置\n",
    "r_df.plot(subplots=True, layout=(2,4), \n",
    "          sharex = True, sharey = True,\n",
    "          xticks = [],yticks =[],\n",
    "          xlim = (df.index.min(), df.index.max()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8c90cde5-f7d3-491b-a01c-ecd978aaac3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.1, 0.25)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制散点图\n",
    "fig, ax = plt.subplots(figsize = (5,5))\n",
    "r_df.plot.scatter(x=\"1 yr\", y=\"2 yr\",\n",
    "                  ax = ax)\n",
    "\n",
    "ax.set_xlim(-0.1, 0.25)\n",
    "ax.set_ylim(-0.1, 0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "cc73903d-e00e-4408-9695-1b40a0795f8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 64 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制成对特征散点图\n",
    "from pandas.plotting import scatter_matrix\n",
    "scatter_matrix(r_df, alpha=0.2, figsize=(6, 6), diagonal=\"kde\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c7b9689f-dd28-4157-80d2-8f49e1d16533",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.1, 0.25)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 六边形图\n",
    "r_df.plot.hexbin(x=\"1 yr\", y=\"2 yr\",\n",
    "                 gridsize = 15,\n",
    "                 cmap=\"RdYlBu_r\")\n",
    "ax.set_xlim(-0.1, 0.25)\n",
    "ax.set_ylim(-0.1, 0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5d753421-13c5-4b8f-9124-066ba8b1e81f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 柱状图，竖直\n",
    "r_df.mean().plot.bar()\n",
    "plt.savefig(\"柱状图.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "09006760-e468-4b4a-9bb6-e7f285292b87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 柱状图，水平\n",
    "r_df.mean().plot.barh()\n",
    "plt.savefig(\"水平柱状图.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1d8b4a90-57da-4973-acb7-0c469fe0cde8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 直方图，子图布置\n",
    "r_df.plot.hist(subplots=True, layout=(2,4), \n",
    "             sharex = True, sharey = True,\n",
    "             bins = 20,\n",
    "             legend = False)\n",
    "\n",
    "plt.savefig(\"利率日收益率直方图，子图.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "553a026a-ea32-4231-bd21-75fcb7144f89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# KDE，子图布置\n",
    "r_df.plot.kde(subplots=True, layout=(2,4), \n",
    "             sharex = True, sharey = True,\n",
    "              ylim = (0,20),\n",
    "             legend = False)\n",
    "\n",
    "plt.savefig(\"利率日收益率KDE，子图.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5b744627-3aa5-401c-90f3-3cb2962caa8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.table.Table at 0x22690af2440>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import table\n",
    "fig, ax = plt.subplots(1, 1)\n",
    "\n",
    "table(ax, np.round(df.describe(), 2), loc=\"upper right\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "56592693-71e1-403c-9980-7e797c3cad77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制箱型图\n",
    "r_df.plot.box()\n",
    "\n",
    "plt.savefig(\"利率日收益率箱型图.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4f6c6b8d-3fcc-415c-af71-8ee7c81eb612",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制箱型图，水平\n",
    "r_df.plot.box(vert=False)\n",
    "\n",
    "plt.savefig(\"利率日收益率箱型图，水平.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "600e8fa4-bcaa-493c-a63b-f33686b559d5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
